{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自动测试实时图像版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/20:PMOS2"
     ]
    }
   ],
   "source": [
    "PROBER = \"TCPIP0::192.168.0.2::800::SOCKET\"\n",
    "SMU = \"GPIB0::17::INSTR\"\n",
    "SWITCH = \"GPIB0::22::INSTR\"\n",
    "\n",
    "import pyvisa\n",
    "rm = pyvisa.ResourceManager()\n",
    "\n",
    "linkCheck = True\n",
    "try:\n",
    "    prober = rm.open_resource(PROBER)\n",
    "    prober.read_termination = '\\r\\n'\n",
    "    prober.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(\"MPI Prober Station Link Error!\")\n",
    "    prober = None\n",
    "    linkCheck =  False\n",
    "try:\n",
    "    B1500a = rm.open_resource(SMU)\n",
    "    B1500a.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(f\"B1500 SMU Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B1500a = None\n",
    "try:\n",
    "    B2201 = rm.open_resource(SWITCH)\n",
    "    B2201.query(\"*IDN?\")\n",
    "except Exception as e:\n",
    "    print(\"B2201 Switching Matrix Link Error!\")\n",
    "    linkCheck =  False\n",
    "    B2201 = None\n",
    "\n",
    "def contact(prober=prober):\n",
    "    prober.write(\"move_chuck_contact\")\n",
    "def sep(prober=prober):\n",
    "    prober.write(\"move_chuck_separation\")\n",
    "def nextdie(prober=prober):\n",
    "    prober.write(\"map:step_next_die\")\n",
    "def subdie(prober,x,y,xoffset=0,yoffset=0):\n",
    "    prober.write(f'map:step_specify_die {x},{y},{xoffset},{yoffset}')\n",
    "\n",
    "def matrix(stat = 4,b2200=B2201):\n",
    "    import B2200\n",
    "    import time\n",
    "    #1,1234-1234\n",
    "    #2,1234-5678\n",
    "    #3,1234-9-12\n",
    "    #4,openall\n",
    "    B2200.Load_Path(B2201,stat)\n",
    "\n",
    "def transCurve(DeviceType = 'P', B1500a=B1500a):\n",
    "    if DeviceType == 'P':\n",
    "        startV, endV, Vds, chnSource = -6, 1, -0.1, '3'\n",
    "    elif DeviceType == 'N':\n",
    "        startV, endV, Vds, chnSource = -0.5, 2, 2, '4'\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN')\n",
    "\n",
    "    #--------------------IV_Sweep函数测试参数示例（双变量扫描）------------------#\n",
    "    Unit1='4'                     #扫描变量1对应的物理端口为4\n",
    "    VName1='VGate'                   #扫描变量1的名字为VD，注意电压模式的端口命名为V....,电流模式端口命名为I...\n",
    "    Direction1='Single Linear'    #扫描变量1的方向为Double，并且加电压模式为Linear（更多模式见34）\n",
    "    Start1=startV                   #扫描变量1的起始电压为-3 V\n",
    "    end1=endV                     #扫描变量1的终止电压为3 V\n",
    "    nop1=101                      #扫描变量1的点数目为201（Double的话，实际数据点为201*2）\n",
    "    Comp1=1e-2                  #扫描变量1的限流值\n",
    "    range1='Auto'         #扫描变量1的测量Range\n",
    "\n",
    "    VAR_setup=[Unit1,VName1,Direction1,Start1,end1,nop1,Comp1,range1] #打包扫描变量，如果单变量扫描，不用第二行\n",
    "\n",
    "    Measurement_setup = []\n",
    "\n",
    "    Unit='1'                    #测量变量1的物理端口为\n",
    "    VName='VDrain'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=Vds                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                 #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "    Unit=chnSource                   #测量变量1的物理端口为\n",
    "    VName='VSource'                  #测量变量1的名称，注意测电流是固定电压名称为V...，测电压是固定电流，名称是I...\n",
    "    VorI=0                 #测量变量1的固定电压为0 V\n",
    "    Comp=0.1                  #测量变量1的限流值\n",
    "    range='Auto'                #测量变量1的Range\n",
    "    Measurement_setup  += [Unit,VName,VorI,Comp,range] #打包测量变量，有几个打包几个\n",
    "\n",
    "\n",
    "    #print(Measurement_setup)\n",
    "    B1500a.timeout = 60000\n",
    "    B1500a.write('*RST')\n",
    "    B1500a.write('CN 1,2,3,4')\n",
    "    import B1500\n",
    "    #积分时间修改#AIT 1,2,1    AIT 1,1,125\n",
    "    res = B1500.IV_sweept(B1500a,VAR_setup,Measurement_setup,ADC='AIT 1,2,1')\n",
    "\n",
    "    import pandas\n",
    "    df = pandas.DataFrame(res[1:],columns=['GateV','GateI','DrainV','DrainI','SourceV','SourceI'],dtype=float)\n",
    "    return df\n",
    "\n",
    "#jupyter选择弹窗模式\n",
    "%matplotlib qt\n",
    "\n",
    "def autoTest(dies=20,dtypes = ['P','N'],pos=[1,2,3],ids='SourceI'):\n",
    "    if not linkCheck:\n",
    "        return \n",
    "    import pandas as pd \n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")\n",
    "    import os\n",
    "    os.mkdir(f'autoData/{tStamp}')\n",
    "\n",
    "    xlsFiles = {}\n",
    "    for position in pos:\n",
    "        for dType in dtypes:\n",
    "            fn = f'{dType}MOS{str(position)}'\n",
    "            xlsFiles[fn] = pd.ExcelWriter(f'autoData/{tStamp}/{fn}.xlsx')\n",
    "\n",
    "\n",
    "\n",
    "    import matplotlib.pyplot as plt\n",
    "    import numpy as np\n",
    "    import time\n",
    "\n",
    "    plt.style.use('default')\n",
    "    plt.ion() #开启interactive mode 成功的关键函数\n",
    "    plt.cla()\n",
    "    plt.xlabel('GateV (V)')\n",
    "    plt.ylabel('SourceI (A)')\n",
    "    plt.yscale('log')\n",
    "    plt.title('StarAutoProbe')\n",
    "\n",
    "    import time\n",
    "    for i in range(dies):\n",
    "        nextdie()\n",
    "        contact()\n",
    "        time.sleep(0.3)\n",
    "        for position in pos:\n",
    "            matrix(position)\n",
    "            time.sleep(0.2)\n",
    "            for dType in dtypes:\n",
    "                fn = f'{dType}MOS{str(position)}'\n",
    "                print('\\r'+str(i+1)+f'/{dies}:{fn}',end='')\n",
    "                df = transCurve(dType,B1500a)\n",
    "                plt.title(\"StarAutoProbe: \"+str(i+1)+f'/{dies}:{fn}')\n",
    "                plt.plot(df['GateV'],np.abs(df[ids]))\n",
    "                plt.pause(0.1)\n",
    "                df.to_excel(xlsFiles[fn],index=False,sheet_name=f\"Run{i+1}\")\n",
    "            matrix(4)\n",
    "        print('\\r'+str(i+1)+f'/{dies}',end='')\n",
    "        if i !=57:\n",
    "            sep()\n",
    "    plt.title('StarAutoProbe: Complete!')\n",
    "    plt.pause(0.1)\n",
    "\n",
    "    for position in pos:\n",
    "        for dType in dtypes:\n",
    "            fn = f'{dType}MOS{str(position)}'\n",
    "            xlsFiles[fn].close()\n",
    "autoTest(dtypes=['P'],ids='DrainI')\n",
    "\n",
    "if prober:\n",
    "    prober.close()\n",
    "if B1500a:\n",
    "    B1500a.close()\n",
    "if B2201:\n",
    "    B2201.close()\n",
    "rm.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 测试参数系列验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMOS-DIE-20240821_170336-201pt-1"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "from starInstrument import *\n",
    "from matplotlib import pyplot as plt \n",
    "import numpy as np\n",
    "pos= 2\n",
    "matrixx(pos)# 三个位置\n",
    "\n",
    "def timemap(tstr):\n",
    "    l = tstr.split(',')\n",
    "    if l[1]=='1':\n",
    "        return str(0.08*int(l[2]))+'ms'\n",
    "    else:\n",
    "        return str(20*int(l[2]))+'ms'\n",
    "\n",
    "from itertools import product\n",
    "\n",
    "n=1\n",
    "for tp, points,i,  in product(\n",
    "    ['P'],\n",
    "    [51,101,201],\n",
    "    range(n),\n",
    "    ):\n",
    "    #True False\n",
    "    df = transCurve(DeviceType=tp,\n",
    "                    useDefault=False,startV=-2,endV=1,Vds=-0.1,\n",
    "                    chnSource='3',chnGate='4',chnDrain='1',\n",
    "                    ADC='AIT 1,2,1',points=points)\n",
    "    plt.plot(df['GateV'],abs(df['DrainI']),label=f'{tp}SourceI')\n",
    "    plt.yscale('log')\n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")\n",
    "    df.to_excel(f\"./result/{tp}MOS-DIE-p{pos}-{tStamp}-{points}pt-{i+1}.xlsx\",sheet_name='Data')\n",
    "    print(f\"\\r{tp}MOS-DIE-{tStamp}-{points}pt-{i+1}\",end='')\n",
    "#plt.legend()\n",
    "plt.show()\n",
    "\n",
    "n=0\n",
    "for tp, t_hold,i,  in product(\n",
    "    ['P'],\n",
    "    [0,1,2,5],\n",
    "    range(n),\n",
    "    ):\n",
    "    #True False\n",
    "    df = transCurve(DeviceType=tp,ADC='AIT 1,2,1',\n",
    "                    useDefault=False,startV=-2,endV=1,Vds=-0.1,\n",
    "                    chnSource='3',chnGate='4',chnDrain='1',\n",
    "                    t_hold=t_hold)\n",
    "    plt.plot(df['GateV'],abs(df['DrainI']),label=f'{tp}SourceI')\n",
    "    plt.yscale('log')\n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")\n",
    "    df.to_excel(f\"./result/{tp}MOS-DIE-p{pos}-{tStamp}-holdtime-{t_hold}s-{i+1}.xlsx\",sheet_name='Data')\n",
    "    print(f\"\\r{tp}MOS-DIE-{tStamp}-{t_hold}s-{i+1}\",end='')\n",
    "#plt.legend()\n",
    "plt.show()\n",
    "\n",
    "n=0\n",
    "for tp,s_delay,i,  in product(\n",
    "    ['P'],\n",
    "    [0.0,0.001,0.010,0.020,0.050],\n",
    "    range(n),\n",
    "    ):\n",
    "    #True False\n",
    "    df = transCurve(DeviceType=tp,ADC='AIT 1,2,1',\n",
    "                    useDefault=False,startV=-6,endV=1,Vds=-0.1,\n",
    "                    chnSource='3',chnGate='4',chnDrain='1',\n",
    "                    s_delay=s_delay)\n",
    "    plt.plot(df['GateV'],abs(df['DrainI']),label=f'{tp}SourceI')\n",
    "    plt.yscale('log')\n",
    "    from datetime import datetime\n",
    "    tStamp = datetime.strftime(datetime.now(),\"%Y%m%d_%H%M%S\")\n",
    "    df.to_excel(f\"./result/{tp}MOS-DIE-p{pos}-{tStamp}-settlingTime-{int(s_delay*1000)}ms-{i+1}.xlsx\",sheet_name='Data')\n",
    "    print(f\"\\r{tp}MOS-DIE-{tStamp}-{t_hold}s-{i+1}\",end='')\n",
    "#plt.legend()\n",
    "plt.show()\n",
    "\n",
    "closeIns()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据处理与图像生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\admin\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\scipy\\optimize\\_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "currentType = ['DrainI',\"SourceI\"][1]\n",
    "import os\n",
    "import pandas as pd\n",
    "import gTdev\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import display\n",
    "%matplotlib inline\n",
    "plt.style.use('default')\n",
    "import numpy as np \n",
    "\n",
    "isFilterFalseDevice = True\n",
    "\n",
    "PMOS = gTdev.gtfile(\n",
    "    location = os.path.join(\"autoData\",os.listdir('autoData')[-1]),\n",
    "    key='PMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "NMOS = gTdev.gtfile(\n",
    "    location = os.path.join(\"autoData\",os.listdir('autoData')[-1]),\n",
    "    key='NMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "\n",
    "if PMOS[0].name.startswith('Run0'):\n",
    "    isATE=0\n",
    "else:\n",
    "    isATE=1\n",
    "\n",
    "def extractPara(AllCurves,dType):\n",
    "    dataOut = []\n",
    "    count = [0 for i in range(58)]\n",
    "    for curve in AllCurves:\n",
    "        if isFilterFalseDevice and np.mean(curve.info['Z'])>1e-7:\n",
    "            continue\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        if isFilterFalseDevice and a.Ion.num<1e-6 or a.Ion.num>0.001:\n",
    "            continue\n",
    "        p,_ = curve.name.split('@')\n",
    "        p = int(p[3:])-isATE\n",
    "        count[p]+=1\n",
    "        c = count[p]\n",
    "        name = f\"{dType}-Vgs-4-{58}-2-initial-{p+1}-D{p+1}{'A'+str(c) if c!=1 else ''}\"\n",
    "        \n",
    "        try:\n",
    "            tc = gTdev.transcurve(curve.x,curve.y)\n",
    "            \n",
    "            dataOut.append([\n",
    "                tc.Ion.num,\n",
    "                tc.Ioff.num,\n",
    "                tc.OOR.num,\n",
    "                tc.Gm.num,\n",
    "                tc.getVth(mod=0).num,\n",
    "                tc.getVth(mod=1).num,\n",
    "                tc.getVth(mod=2).num,\n",
    "                tc.SS.num,\n",
    "                name\n",
    "            ])     \n",
    "        except:\n",
    "            pass\n",
    "    dataOut.sort(key=lambda x:int(x[8].split('-')[6]))\n",
    "    return pd.DataFrame(dataOut,columns=[\n",
    "        'Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS','name'\n",
    "        ])\n",
    "\n",
    "extractPara(PMOS,'P').to_csv('./extract/autoPMOS.csv')\n",
    "extractPara(NMOS,'N').to_csv('./extract/autoNMOS.csv')\n",
    "\n",
    "from matplotlib import pyplot as plt \n",
    "for devt in [PMOS,NMOS]:\n",
    "\n",
    "    for c in devt:\n",
    "        curve = c\n",
    "        if isFilterFalseDevice and np.mean(curve.info['Z'])>1e-7:\n",
    "            continue\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        if isFilterFalseDevice and a.Ion.num<1e-6 or a.Ion.num>0.001:\n",
    "            continue\n",
    "        plt.plot(c.x,c.y)\n",
    "plt.xlabel('GateV')\n",
    "plt.ylabel('SourceI')\n",
    "plt.title('Auto Test')\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Ioff, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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PnjriiCP0xhtvJN77sKls3rxZy5cv1xVXXNGktwOgDpl8CTJgs+3bt5tLLrnEtGvXzrRo0cKMGjXKfPnll6Z79+7moosuStl2yZIlZsiQISYrK8t069bN3H333WnfjmPTpk3mtNNOMy1btjSSUt4SZtWqVebcc881BQUFJjs72xxzzDHmpZdeSrmdmj4JJB3V41Mmqr4NTLLZs2ebk08+2bRu3doEg0HTq1cv84c//KHatuFw2Dz00EPmrLPOMt27dzfBYNDk5uaaAQMGmDvuuMOUl5dXy5XurXAefvhhM2DAABMMBk3r1q3NsGHDzNy5c40xxixdutRMmDDBdOvWzQSDQdOhQwdz+umnm48++qjafmKxmOnatauRZP785z/XdZj22uDBg40k88ADD9S4zc0332w6d+5sXNdNuU/U9D1Kdx+7++67TYsWLaq9PZHq+TYwp512WrXbGTZsWLXvxd///neTm5trioqKahwPgKbnGJPmGboAAKvs2LFDPXv21O23365LL720yW5nwIABGj58uKZOndpktwGgbhRAAIAk6bbbbtMjjzyizz//vFGeFlDVq6++qnPPPVerV6+u90f4AWgaFEAAAADL8CpgAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADL+DMdAED9lIViCkcznSK9gE/Kzkr9e7Jwp9GuMpOhRLXLy3ZU0MJJXA6Fo4pEYxlMVDO/z1VWwJeyrKTcKBTJUKA6ZPml3GDlsY0VbZMp3ZXBRDVzcvLk5rfJdAwgIyiAQDNQFopp8ddlinmzT8l1pMG9shMlsHCn0Z1Plyvi0cLq90lXjQuqoIWjUDiqFeu2ynj02DqO1Lt720QJLCk3mvdpzNP3hZOOcJUbdBQr2qbif90iRT3aVn1+tbz0WkogrMQpYKAZCEfl2V/4UkW25NnJXWXGs+VPkiJRJWYnI9GYZ8ufJBmjlNnJUMT794X47KQp3eXd8idJ0YhnZyeBpkYBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEGgGAj7JdTKdomauU5ExLi/bkd9X8/aZ5vdVZKz42pXj4WPrOBUZ47L83r8vZPkrvnZy8iSfP7OBauPzV2QELOQYY0ymQwCoW1kopnA00ynSC/ik7KzUvycLdxrtKvPmw0tetqOCFpUtKhSOKhKNZTBRzfw+V1mB1DZdUm4UimQoUB2y/FJusPLYxoq2yZTuymCimjk5eXLz22Q6BpARFEAAAADLeHhuHmh64XBE0Zg3Z358rqtAoPJHNBIOKRb15hSg6/PJH8hKWRYNhxSLeHOayvX75UvKGw2VyXg0q+P3y5eVnbKsfONGhQsLMxOoDoGCAgU7dUpcjobKZaLhDCaqmeMLyJcVTFlmSopkyssylKh2TjBbTm5+pmNgP0EBhLXC4YhWr98kr86BO47Us2tHBQJ+RcIhbVq7Ul4O27HHIYkSGA2H9MOqTz2dt93BR8gXyFI0VKYdKz7ydNZWvY9OlMDyjRu15KyxMqFQhoOl52RladDs5xXs1EnRULm2r1zm6WPb+pABiRJoSopU/vpjUsybf2jJ9Sk48kJKIBoFLwKBtaKxmGd/L0kVvzPjs5OxaNS7v0QlyZiU2clYJOL9vLtn/EwzyJo8OxkuLPRs+ZMkEwolZidNNOz9Y5s0O2nKy7xb/iQpFvXs7CSaHwogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAwlo+15XjZDpFzRynIqMkuT6fvB7W9fkSF12/3/t5/f6KL5tBVmd3VkkKFBTIycrKYKDaOVlZChQUVHztC3j/2PoClReD2ZLrq+UKGeb6KjICjcAxxphMhwAyJRyOKBqLZTpGWj7XVSBQ+Ys/Eg4pFo1mMFHNXJ9P/kBqKYmGQ4pFIhlKVDvX75cvKW80VCbj0ayO3y9fVuov/fKNGxUuLMxMoDoECgoU7NQpcTkaKpeJhjOYqGaOLyBfVjBlmSkpkikvy1Ci2jnBbDm5+ZmOgf0EBRAAAMAy/ro3AeovEg4rFvXmTIrr88sfCKQsM7uKZMpLMpSodk4wV05e5V/7zWm2UpJC4agiUW/m9ftcZQUqT/WZsp0yofIMJqqZkxWUk90iZVlzmlUr37RJEY/OVvoLChTs2DFlWSQcVtSjM+0+n6/aYxjQUBRANJpIOKyN676WvDqp7Djq1L1X4gHU7CpS+X8ekmLefLCX61Pw1J/LyctXOBzR2vXfefnQqkfXAxMlMBSOasW6rZ7O27t7W2UFfDJlO1W+cLbk0XIt11XwR2clSmA0VK7tK5d5+ues9SED5MsKqnzTJn38k3NlQqFMp0rLycpS/2eeTZTASDisb79Z6+lj26VbD0ogGgUvAkGjiUUj3n3glCRjUmYnTXmJd8ufJMWiidnJaCzm9UObMjsZiXo/b3x20oTKvVv+JCkWS5mdNNGw53/O4rOTkcJCz5Y/STKhUMrsZDQa9fyx9ersJJofCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIBoNK7PLzlOpmPUzHEqMsYvBnMl15fBQHVwfRUZJflc1+uHVj638uHE7/N+Xr+vIq+TFZRcDz8Uum5Fxt0cX8DzP2eOLyBJ8hcUyMnKynCgmjlZWfIXFCQu+3w+zx9bn8/Dj1loVhxjjMl0COw/IuGwYtFIpmOk5fr88gcCKcvMriKZ8pIMJaqdE8yVk5efuBwORxSNxTKYqGY+11Ug4E9ZFgpHFYl6M6/f5yorUPmL1JTtlAmVZzBRzZysoJzsFinLoqFymWg4Q4lq5/gC8iUV1vJNmxQpLMxcoFr4CwoU7NgxZVkkHFY0Gs1Qotr5fL5qj2FAQ1EAAQAALOOvexOg/qLhkKdnAH2B1NNRkXBY0ZhH/9p3U//ab24zgM1Jxf3Au8e26qxPLFSmWMSbM4CuPyA3KztxubhUKgtlMFAtsrOkljmpy2LlJTIRbwZ2/Flydz8tBNhbzfcRG54TDYe0ZfXnklcnlR1H7Xv2SZTASDisb9d/I69OgjuOoy5du8kfCCgcjmjt+u+8fGjVo+uBzbIERsJhrV+/3tP3g65duyZKYCxUpqLPP5CMNwurHFf5fY6Vm5Wt4lLpiXckjz4TQD5XmnhiZQmMlZeo5ON5nj62uf1PogSiUXj4mc9obmLRiHfLnyQZkzI7GY1FPftLX5KMMYnZyWgs5vVD69kZtLpUHFvvHtyK+0HlsY1Fwt4tKJJkYonZybKQd8ufVJEteXbSREKeP7ZenZ1E80MBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQDQa1+eXHCfTMWrmOBUZd/O5Pjkezus4jnyuT5Lkc12vH1r53Ob5cFJxbL17cCvuB5XH1vUHJMfDx9pxKzJKys6SfB6O6nMrMsY5/izPH1vHn1X3dkA9OMYYk+kQ2H9EwyHFopFMx0jL9fnlC6Q+eEbCYUVj0Qwlqp3P9ckfCCQuh8MRRWOxDCaqmc91FQj4697QoyruB949tsn3A0mKhcoUi4QzlKh2rj8gNys7cbm4VCoLZTBQLbKzpJY5qcti5SUyEW8GdvxZcoO5mY6B/QQFEAAAwDLN9092eFJzmpmQKmbVIlFvzvz4famzahUzgN6draw6A7izzNszPy2S7gqhcFRRj94PfD5XWQFfyjKzq0gmVJqhRLVzsnLk5OUnLkfD5YpFPHpWwO+XLxBMWVZUYjx9v83P9e7TFdC8UADRaGKhMhV98aFkvPmLVI6r/MOPSZTAcDiir7/ZLK/OgTuO1KtbBwUCfoXDEa1bv8HTWbt37ZwogTvLpGcWSh7tVPK50k9+VFECQ+GovvrmB08f20O7tUuUQLOrSOWv/Evy6B8Dcn0KnnKpnLx8RcPl2vb1cnn54LbpdWSiBBaVGP17nrfvtxedZCiBaBQefrYrmptYJOzd8idJJpYyOxmJxjz7e0mq+J0Zn52MxqKez5o8O1kW8u4vUakiW3yWJ9oM7gfJs5MmVOrd8idJsWhidjIWiXi3/EmSMSmzk83pfgvsLQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAaDSuPyA5Hr5LOW5Fxt38PleOk8E8dXCcioyS5HN9ns/qc32Jy9lZks/DdwWfW5FRknzN4H7gSzqYTlaOlHSsPcf1VWSU5Pr98vrBdf3+xMXmdL8F9pZjjDGZDoH9RyxUplgknOkYabn+gNys7JRl4XBEkWgsQ4lq5/e5CgQqfzmFwxFFY9EMJqqZz/WlZJWknWVSWShDgeqQnSW1SLorhMJRRT16P/D5XGUFUguf2VUkEyrNUKLaOVk5cvLyE5ej4XLFIpEMJqqZ6/fLFwimLCsqMZ6+3+bnerhQo1mhAAIAAFjGX/cmQP3tKjcq9+YEoIIBKS+Y+tdzacgo5M3JCWX5pZysyrzRUJmMR2dSHL9fviqzq81pBrCk3Nv3g9wq99tYcaFM2a4MJaqdk50nt2VB4rIp3SkTLstcoFo4gWw5OS1SlpWHYwpHvDkvEvA7CgY8fI4azQoFEI1mV7nRS0ukmDcfO+U60umDTKIEloaM3v4s4um8w/r6lZPlKBoq044VH0lenbB3HLXqfXSiBO4sk55+X/LoWVX5XGnc0IoSWFJuNHd5zNP3g5OPdBMlMFZcqJIZd0pRjzZWn1+5518lt2WBTOlOlb/3vOTRpy7I9Sl43NhECSwPx7R01S4v/5hp4MF5lEA0Cu5FaDTlYe+WP6kiW/LsZCji/bzxWSkTiXi3/EmSMSmzk2Uh75Y/qSJbfHayOd0PJFXM/Hm1/ElSNJKYnTThMu+WP0mKRVNmJ8MR4/UfM8/OTqL5oQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogGk0wILlOplPUzHUqMsZl+b2fN8tf8bXj90uOh8M6TkXG3bKzJJ+HH118bkVGqXndDyTJyc6TfP6ar5BpPn9FRklOIFtyfRkOVAvXV5Fxt4Df8fqPmQJ+DwdEs+IYY0ymQ2D/savcqDyc6RTpBQNSXjD1wbM0ZBSKZChQHbL8Uk5WZd5oqEwm4s2wjt8vX1Z2yrKdZVJZKEOB6pCdJbVIiltS7u37QW6V+22suFCmbFeGEtXOyc6T27IgcdmU7pQJl2UuUC2cQLacnBYpy8rDMYUj3vy1GPA7CgY8/JcVmhUKIAAAgGU8fB4BzVFRiVFJeaZTpJcblPJzU2dSmtOsWlkopnDUm3+vBXyOsrNSZyaa00xKOBxRNBbNYKKa+VyfAoHUh+rmdL8tKTcq92ZUBdPMrobDEUVisQwlqp3fdavdF4CG4p6ERlNUYvTgq0ZRbz52yudKl42uLIHRUJl2rPhI8uokuOOoVe+j5cvKVlkopsVfl3o5qgb3ykmUwPJwTEtX7fJ03oEH5ykYcBUOR7Ru/QZPZ+3etXPiF39zut+WlBu9vtwo5tGoriONPLKyBIbDEa1a/72XD60O7noAJRCNgicToNGUlMuz5U+qyJY8O2kiEe/+EpUkYxKzPOGo8XrUlNnJcKQZ5N09OxmNRT2fNXl2sjndb8sj8mz5kyqyJc9ORmIxrx9az85OovmhAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAohGkxuUfB6+R/ncioxxjt8vOU7mAtXFcSoySgr4HK9HVcBXGTDgbwZ5/RUBfa7P81l9rq/ycjO63wb9kuvhqK5TkTHO77peP7Tyux5+kEWz4hhjTKZDYP9RVGJUUp7pFOnlBqX83NRH92ioTCYSyVCi2jl+v3xZ2YnLZaGYwlFv/rgGfI6ys1J/MZWHYwpHPJrX7ygYqMwbDkcUjUUzmKhmPtenQMCfsqw53W9Lyo3KvRlVQb+UG0x9TAiHI4rEYhlKVDu/61a7LwANRQEEAACwDH9KAM1ErGyXFPbo9GogKDc7L2VRcalRaShDeeqQkyW1zKmc+TGlO2VCZRlMVDMnK1tOTouUZaa02ON5WyYuV8xcZzBQLQI+VZu5BmxBAQSagVjZLpUvmiN59NSUXFfBIWMSJbC41Gj6fCnq0bg+V5o03KhljiNTulPlbz8lefQUsFyfgsPOS5RAU1qs8vlPejvv8PFyclqqLBTThyvLFfPoeSbXkY45JEgJhJW41wPNQbjcu+VPqsiWNDtZGvJu+ZMqssVnJ02ozLtlSpJi0ZTZvuaUNxyVZ8ufVJHNq7OTQFOjAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiDQHASCkuvhH1fXrci4W06W5PNwXJ9bkVGSnKxsyfVlNlBtXF9Fxt2aU96AT3KdDOephetUZARs5BhjTKZDAKhbrGyXFC7PdIz0AkG52Xkpi4pLjUpDGcpTh5wsqWVOZTMxpTtlQmUZTFQzJytbTk6LlGWmtNjjeVsmLpeFYgpHMxioFgGflJ3l4b9UgCZEAQQAALAMf/oAAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGX8mQ5gi/Xr16v/4Anq2HZ7pqMAALDXWn6xTs+s+0Jdu3bNdBQ0AAWwiRlj1HvgdVr96d/UttOJUoszJUmO68pxdm/kVEzEOk7F8oqvncT/8a/lOtXXpVkW37EbX6fK66dsl9iHar7N+LLd+3IdR3JSt09Z5lbfh1Nl+4qI8Uzx/yrHUhm3+vaVx8xJWR+/npu0PumQ7T4uqrJMCW7V204aS/KytPuoelvxnabkqbxe8u0mrpfYn6m8rd3XSxw/maTjkTqGxDqlW5d63fjtOFXzqnKdu3v75FxVhpK0TyNV2X9FflNlu6RlTpV1NSyrto94rjTLHBkpvg+TvI9Y6nYmaXtjqq2rvI2kZSZ1WeW6WOXxMLGkVbGU20rcTnyb5FxGUmJ5UkaTmje+vZK3T9p/tYwmFj8cSdsnX959IZacMb4sOefu7WNV9h+rzJjIFpNM0tfJt22SxpSSx6RuX3n9yu2NqbxNky534jbiu6++/5R9xPebPKZY6m2ZpP2btOtScySvM1W+78nLTLRy++RM1fLvvpAYSvLxiMXXpcmY9L9Jvm7VHLEqeaKVX8d2/69I0tfR2O51kolULFsgnw7v1kP/mP5vTZw4sfJxHc2CYxL3QDS2LVu26PAjz1XRtk908JFXqW3H4xLrHNdNKku7S5/rJAqgm7QusZ1buZ0kuSnrqm/vVi2TrpNy3arLEoUuKUfydRPr0pTC6jmcpDFU3V7Vtk/ZR7xEJO8rsQ+l2b8S+0opfJLcpO3j100tllVvK76NqudJ2V5J+6haNiv/T96u6j7SLzPV9lW5XfUCWFk6K9e5VfblOEoUuuTbSXfdxLp0hVFVsiWVudQyuLtAVy10abZL7FMmTQFMv33a4ifJUaxyu6RiFy9dlSUvVsu69NtX7i+1eFUUwCrlLnkfVQpP8vZK3sZU32+10pi8fSx1eyVlTPqtX7kszfaqti7dsqTtY1X2n1RSKpcZmaSvk9cll5rk/SfKWqIEJRfA+HUrr2eq7MOk2S55nybdPqpsZ5KOafUilWb7lDJW/bZr20e8UKXfrrbtTbXbSrsuqcRV2y6aZr/x7SNGJlz5tSSZsEn6OlZtO0laFNupabHv1cfJ0Qub16hdu3ZC88BzAJvIiy++qM5de8vIaMCwR1LKHwAA+4Mhbgvd7+suI+mQ9h310ksvZToS6olTwI2sqKhIhxwxQVs3vq2eR/xG7TufzLQ4AGC/1crx609uJ80zxRp/xpk6zmmhZwrXKz8/P9PRUAtmABvR22+/rQ4de6u8dJMGDHtEHbqMpPwBAPZ7juPox26+pvm6a5PCOrRVW73zzjuZjoVaMAPYCMrKynRw34u0ad0cdT/sMnXqcVbieX0AANiigxPQn90ueskUauSw4TrVKdCMku+UnZ2d6Wiogpayl5YuXao27Q9X0dblOuqEf+rAg8ZS/gAA1nIdR2Pc1rrH112fmhL1zmmlpUuXZjoWqqCpNFAkElH3wy7V4MFD1f7Ak3Tkcfcpt0X3TMcCAMATujpZutPXTSe4LTV00NGa5GunSCSS6VjYjQLYACtWrFDr9kdqy4Z56jf0XnU99EI5LmfTAQBI5nMcTXDb6jZfV70dK9YRgZZasWJFpmNBFMA9EovF1POI36hP3/7Kb9NP/U/4p1oU9M50LAAAPK2Xk617fN10uJOj/ocdrl/4OihW9Q3HsU8xbVVP69evV7+BZ6ts17fqM/hWtWo3INORAABoNoKOq5/52uuYWJ6mxjZpkb+l5qz7ko+SyxBmAOtgjNGhA67VQT0PVzDnAPU/8WHKHwAADXSkm6v7fd3VTn4d3q2HHn/8cfGhZPseBbAWW7ZsUfsDh2vt53/XIf3/pEOO+l/5A3mZjgUAQLOW6/j0W19H/d7tqF9NuljH+/L1ww8/ZDqWVSiANZgzZ446d+Gj3AAAaCpVP0ruxRdfzHQka1AA05g7d67OPPNMdT30Qh026CYFggWZjgQAwH4p/lFy4922GjNmjObOnZvpSFagAKbRr18/tWo7UBtWPaWibcszHQcAgP3apyrVrNg2HeXkql+/fpmOYwUKYBodO3bUts2LdWDPn+jzD6/Wms8fUCxanulYAADsV0Impv8vukVToht0lttaSyPF6tixY6ZjWYECWAPXdbX603v12afLVLR1uT5ecLl27vgq07EAANgvfG3K9NvoN/rMlGjZF5/rH9HNcl1qyb7Cka7DYYcdpu0/fKJ2B/6PPnnvV1q/8jGZGB9lAwBAQ0SN0ZOxrbo6ul4nuC31eXinDjvssEzHsg4FsB78fr++WfGwFi16V1s2vKnl7/9KJTu/yXQsAACalW9NSH+MrtfbsWK999FiPR79QX4/n0mRCRTAPXD00Udr6+YvlN/6CP13wWXauOZ5GcNH2QAAUJuYMXoxtl2/ja5THydHK0oKNWjQoEzHshoFcA/l5ORow+qn9eYbr2jD6qf02aI/qrx0c6ZjAQDgSVtMWJNjGzQrtl2vvDVPs2LblJOTk+lY1qMANtDw4cO1edNXCuZ00LK3L9Hmb1/no2wAANjNGKN5sSJdGV2n9vJr5Y6tGj58eKZjYTcK4F7Iz8/X99/8R88/N0NrP/+7Viy5QeFQYaZjAQCQUTtMRLfGNurh2BbNeGGWXo/tUH5+fqZjIQkFsBGMGTNGG75dISOjZW9fom3fv5/pSAAAZMSi2E5dEV0nI+mrzRs1ZsyYTEdCGhTARtK+fXv98N3b6nH4L/TVslu08r+3KxLelelYAADsEyUmqnujm3R3bJPufewRvRctUvv27TMdCzWgADYix3H01bK/aPWqz1Veskkfv3Opdmz9b6ZjAQDQpD4xJfpVdJ2+V0RffLNWkyZNkuM4mY6FWlAAm0C3bt34KDkAwH4v3Ue5de3aNdOxUA8UwCbCR8kBAPZnfJRb8+YY3rukyUUiEfXse5k2fD1DwdxOkqT0M+OO5CS+SlqcfhrdqWldYh81r4t/4VS7sSrra5vBT3c76b9UTTtzqn2Rbl0N468lW/X9OrWsq+H6dR++9OtqWVjHt71W9RpvDQsd1fxjXv37VNM2e7CPlIWm5m1SNq/fQ1Gt28Xvk7U+rFWuq57JpB1m7dlMjRfrdb20m6RZaGo7julz15Yt/W00cF19xlLDuhq/VTWtqO17u3td+mGaNMuqL6i++xqObWJY9TjG6XaRdEPpD62p/l9NuU3t+0gZU9V9JB8zU2WblP0mBdn95fcK61y3jR4t38SneTRDFMB96Msvv9S6desyHUOSFA6H9eSTT2r8+PEKBAKZjtNg+8M4GIN37A/jYAzesT+Mo7YxdO/enc/wbcYogJYqKipSq1attGNH835vpv1hHIzBO/aHcTAG79gfxrE/jAHpcbIeAADAMhRAAAAAy1AAAQAALEMBtFQwGNQNN9ygYDCY6Sh7ZX8YB2Pwjv1hHIzBO/aHcewPY0B6vAgEAADAMswAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAFrklltu0dChQ5Wbm6uCgoJ6XWfnzp268sor1aVLF+Xk5KhPnz76xz/+0bRBa9GQMUjSF198oTFjxqhVq1bKy8vT4MGD9c033zRd0Do0dBxxv/jFL+Q4ju65555Gz1ZfezqGcDisq6++Wv369VNeXp4OPPBAXXjhhfruu++aPmwNGvJ9MMZo8uTJ6tSpk3JycjRixAitXLmyaYPWYdu2bZo4caLy8/NVUFCgSy+9VDt37qz1Ops2bdKkSZPUsWNH5eXlaeDAgXruuef2UeLqGjIGSVq4cKFOOukk5eXlKT8/XyeeeKJKS0v3QeLqGjoGqeJ+dcopp8hxHM2ePbtpg9ZhT8exbds2/epXv1Lv3r2Vk5Ojbt266de//rV27NixD1NjT1EALRIKhfSTn/xE/+///b96X+f3v/+9Xn31VT3++OP64osv9Nvf/lZXXnml5syZ04RJa9aQMaxatUrHH3+8DjvsMM2fP1/Lly/X9ddfr+zs7CZMWruGjCNu1qxZ+uCDD3TggQc2QbL629MxlJSUaOnSpbr++uu1dOlSPf/881qxYoXGjBnTxElr1pDvw+233657771X//jHP7Ro0SLl5eVp1KhRKisra8KktZs4caI+++wzzZ07Vy+99JLeeecdXXbZZbVe58ILL9SKFSs0Z84cffLJJxo7dqzGjRunZcuW7aPUqRoyhoULF2r06NEaOXKkPvzwQy1evFhXXnmlXDczv9oaMoa4e+65R47jNHHC+tnTcXz33Xf67rvvdOedd+rTTz/Vo48+qldffVWXXnrpPkyNPWZgnUceecS0atWqXtv27dvX3HTTTSnLBg4caK699tomSFZ/ezKG8847z1xwwQVNG6iB9mQcxhjz7bffms6dO5tPP/3UdO/e3UydOrXJstXXno4h2YcffmgkmXXr1jVuqD1U3zHEYjHTsWNHc8cddySWFRYWmmAwaGbOnNmECWv2+eefG0lm8eLFiWWvvPKKcRzHbNiwocbr5eXlmcceeyxlWZs2bcxDDz3UZFlr0tAxDBkyxFx33XX7ImKdGjoGY4xZtmyZ6dy5s9m4caORZGbNmtXEaWu2N+NI9vTTT5usrCwTDoebIiYaATOAqNXQoUM1Z84cbdiwQcYYvfXWW/rqq680cuTITEerl1gsppdfflmHHnqoRo0apQ4dOmjIkCEZP8XSELFYTJMmTdIf//hH9e3bN9NxGsWOHTvkOE6DToNnwpo1a7Rp0yaNGDEisaxVq1YaMmSIFi5cmJFMCxcuVEFBgY4++ujEshEjRsh1XS1atKjG6w0dOlRPPfWUtm3bplgspieffFJlZWUaPnz4PkidqiFj2Lx5sxYtWqQOHTpo6NChOuCAAzRs2DC9++67+yp2ioZ+H0pKSnT++efr/vvvV8eOHfdF1Fo1dBxV7dixQ/n5+fL7/U0RE42AAohaTZs2TX369FGXLl2UlZWl0aNH6/7779eJJ56Y6Wj1snnzZu3cuVN//etfNXr0aL3++us6++yzNXbsWL399tuZjrdHbrvtNvn9fv3617/OdJRGUVZWpquvvloTJkxQfn5+puPUy6ZNmyRJBxxwQMryAw44ILFuX9u0aZM6dOiQsszv96tNmza1Znr66acVDofVtm1bBYNBXX755Zo1a5Z69erV1JGracgYVq9eLUm68cYb9fOf/1yvvvqqBg4cqB//+McZeU5mQ78Pv/vd7zR06FCdeeaZTR2xXho6jmQ//PCDbr755nqf/kZmUACbuWuuuUaO49T678svv2zw/qdNm6YPPvhAc+bM0ZIlS3TXXXfpiiuu0BtvvNEsxhCLxSRJZ555pn73u9+pf//+uuaaa3T66ac3+otZmnIcS5Ys0d/+9jc9+uijTfo8oaa+P8WFw2GNGzdOxhj9/e9/b4TklfbVGJpaU4/j+uuvV2Fhod544w199NFH+v3vf69x48bpk08+aRZjiP9sX3755brkkks0YMAATZ06Vb1799bDDz/cLMYwZ84czZs3b5+8mGtf/VwUFRXptNNOU58+fXTjjTfufXA0GeZmm7k//OEPuvjii2vdpmfPng3ad2lpqf70pz9p1qxZOu200yRJRx55pD7++GPdeeedKafB9kZTjqFdu3by+/3q06dPyvLDDz+80U8VNeU4FixYoM2bN6tbt26JZdFoVH/4wx90zz33aO3atQ3ab1VNOYa4ePlbt26d5s2b1+izf005hvgpuu+//16dOnVKLP/+++/Vv3//Bu2zJvUdR8eOHbV58+aU5ZFIRNu2bavxlOKqVat033336dNPP008neCoo47SggULdP/99zfaH0dNOYb48U/3s92Yr/BvyjHMmzdPq1atqvYUiHPOOUcnnHCC5s+fvxfJUzXlOOKKi4s1evRotWzZUrNmzVIgENjb2GhCFMBmrn379mrfvn2T7DscDiscDld7RZ3P50v89d0YmnIMWVlZGjx4sFasWJGy/KuvvlL37t0b9baachyTJk2qVrhHjRqlSZMm6ZJLLmm022nKMUiV5W/lypV666231LZt20a/jaYcw0EHHaSOHTvqzTffTBS+oqIiLVq0qEGv6K5Nfcfxox/9SIWFhVqyZIkGDRokqaJYxGIxDRkyJO11SkpKJMkzP9sNGUOPHj104IEHpv3ZPuWUU/Y+/G5NOYZrrrlGP/vZz1KW9evXT1OnTtUZZ5yx9+GTNOU4pIqfg1GjRikYDGrOnDkZfZcF1FOmX4WCfWfdunVm2bJlZsqUKaZFixZm2bJlZtmyZaa4uDixTe/evc3zzz+fuDxs2DDTt29f89Zbb5nVq1ebRx55xGRnZ5sHHnggE0No0Bief/55EwgEzIMPPmhWrlxppk2bZnw+n1mwYEEmhmCMadg4qsr0q4D3dAyhUMiMGTPGdOnSxXz88cdm48aNiX/l5eXNYgzGGPPXv/7VFBQUmBdeeMEsX77cnHnmmeaggw4ypaWlmRiCMcaY0aNHmwEDBphFixaZd9991xxyyCFmwoQJifXffvut6d27t1m0aJExpuJ70atXL3PCCSeYRYsWma+//trceeedxnEc8/LLLzeLMRhjzNSpU01+fr555plnzMqVK811111nsrOzzddff52JITRoDFUpw68CNmbPx7Fjxw4zZMgQ069fP/P111+n/GxHIpFMDQN1oABa5KKLLjKSqv176623EttIMo888kji8saNG83FF19sDjzwQJOdnW169+5t7rrrLhOLxfb9AEzDxmCMMf/6179Mr169THZ2tjnqqKPM7Nmz923wKho6jmSZLoB7OoY1a9ak3b7qdbw8BmMq3grm+uuvNwcccIAJBoPmxz/+sVmxYsW+D59k69atZsKECaZFixYmPz/fXHLJJSklNn7sk8f11VdfmbFjx5oOHTqY3Nxcc+SRR1Z7W5h9qSFjMMaYW2+91XTp0sXk5uaaH/3oRxn9w66hY0jmhQK4p+N46623avzZXrNmTWYGgTo5xhjT+POKAAAA8CpeBQwAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCCDjLr74YjmOox49ejTaPh9++GE5jqN+/fqp6vvdr127Vo7jyHEcPfroo9Wu++ijjybWr127ttEyJVu8eLEcx1GbNm20bdu2JrkNAKgJBRCAJOnyyy9PlJ558+bt0XVff/31xHV/85vfNFHC+tu5c6f+9Kc/SZImT54sx3EynKi6wYMHa9SoUdq+fbtuvPHGTMcBYBkKIABJ0oUXXpj4+vHHH9+j606fPr3afvbFLFpN7r33Xn3//ffq06ePzj333H1623ti8uTJkqR//vOfWr9+fYbTALAJBRCAJOm4447TwQcfLEl67rnnVFpaWq/r7dq1S7NmzZIk9e3bV4MGDWqyjPVRWlqqu+++W5L0u9/9rkGzfxdffLGMMTLGNOpp6aqGDh2qY489VqFQSHfccUeT3Q4AVEUBBJAwadIkSVJRUZFeeOGFel3n+eef165du1Kun0mPP/64tm7dqmAw6OnZv7jzzz9fUsWMaVFRUYbTALAFBRBAwqRJkxIzZvU9DRw//eu6ri644IImy1Zf//rXvyRJp512mgoKCjIbph7OO+88+Xw+FRcX65lnnsl0HACWoAACSOjZs6eOO+44SdJrr72mzZs317r9d999pzfffFOSdNJJJ6lz586aP3++HMfRJZdcktjuoIMOSjwfMP5v/vz5Ne63sLBQkydPVt++fZWXl6eCggKdeOKJeuKJJ2rNs27dOi1atEiSdM4559RnyGnV9fzF4cOHy3EcDR8+XJK0YcMG/f73v1evXr2Uk5Ojtm3batSoUXrllVfqvK0OHTrohBNOkCTNnDmzwZkBYE9QAAGkiL+IIxKJ6Mknn6x12xkzZigWi6Vcb2+tWLFCAwYM0M0336zPP/9cJSUl2rFjhxYsWKALLrhAV155ZY3XTS6Vxx57bKPkqct7772n/v37a+rUqVq1apXKysq0bds2vf766zr11FN155131rmPeNYFCxYkTqcDQFOiAAJIMW7cOGVnZ0tKfXVvOvH1LVq00NixYyVVvL3JJ598oj//+c+J7V577TV98sknKf8GDx5cbX8lJSU644wztHXrVl133XWaP3++PvroIz300EPq0qWLJOn+++/Xa6+9ljbPggULJElt27ZVz54993Dke27jxo0666yz5Lqu/vrXv+rdd9/Vhx9+qLvvvjtx+vn//u//9Nlnn9W6n2OOOUaSFAqFtHDhwqaODQDyZzoAAG9p1aqVxowZo6efflofffSRVqxYod69e1fbbvny5Vq+fLkkaezYscrLy5Mk5eXl6YgjjtBHH32U2PbQQw+t16tpt2zZkihBffv2TSwfNGiQhg8frn79+qmsrEwPPPCARo0aVe3677//viSpf//+ezLkBvvqq6/UvXt3vffee+rcuXNi+eDBgzV48GCdeOKJikQievDBB/W3v/2txv0kv3J6yZIlGjFiRJPmBgBmAAFUk3w6t6ZZwHTv/dcYbr755pTyF9erVy+dddZZkqR333037XW//fZbSRXPq9tXpk2bllL+4o4//ngNGTJEUuXMZE2S865evbpxAwJAGhRAANWMGjVKBxxwgCTpiSeeqPZRarFYTDNmzJAkdenSRf/zP//TKLfrOE7ibVHSic+Ubdu2TYWFhSnrysvLVVxcLElq3bp1o+SpS0FBgU477bQa18fz1lXqsrOzlZOTI0natGlT4wUEgBpQAAFU4/f7E0Vs7dq11Wbc3nzzTX333XeSpIkTJ8p1G+ehpF27dmrbtm2N69u0aZP4Ol724pI/T3dfFcBDDjmk1rHH81bNmk48My8CAbAvUAABpFXbaeCmOv2bm5tb6/rkshWNRlPWxV+4Iqnen2Kyt+qbN/5K6drEMwcCgb0PBgB1oAACSKt///7q16+fJOmZZ55ReXm5pIoZqueff15SxSnOPn36ZCxjsoKCAvn9Fa9rS54NbA5isZh27NghSc3izasBNH8UQAA1is/uFRYW6sUXX5QkzZo1K3GasjFn//aW4zhq166dJGn79u0ZTrNnduzYkZgl7NatW4bTALABBRBAjSZOnCifzyep8qPh4qd/A4GAJkyYUON14x8pty/FZyy/+uqrfX7beyM5b7pXQANAY6MAAqhRp06dEu9J95///Eeffvpp4qPfRo8erfbt29d43eTn5MVPHze1+EeqrVixol4vvPCKxYsXJ76Ov3UMADQlCiCAWsVP84bDYY0fPz7x4ou6Tv926tQp8fWqVauaLmCSeAGMxWIpb0TtdR9++KGkitO/6d50GwAaG58EAqBWZ599tlq2bKni4uLER5q1bt1aZ5xxRq3XGzBggLKzs1VWVqbrr79egUBA3bt3T7wytnPnzon3vmssQ4cOVfv27bVlyxa9+eabjfb+hE3JGKO33npLUsWxBoB9gRlAALXKycnRueeem7Js3LhxCgaDtV6vZcuW+vWvfy1JWrp0qUaOHKnevXvrkEMO0SGHHKJFixY1etasrKzEzOTMmTMbff9N4Z133kl8gskFF1yQ4TQAbEEBBFCniy66KOVyfV/9+9e//lUPPfSQTjjhBLVp0ybxgpKm9POf/1xSxadvfPDBB01+e3sr/okqgwcP1tFHH53hNABs4Ziqn/EEAM3cqaeeqldeeUU/+9nP9NBDD2U6To2Ki4vVrVs3FRYWaubMmRo/fnymIwGwBDOAAPY7t956q1zX1WOPPab169dnOk6N7rvvPhUWFqpPnz4aN25cpuMAsAgFEMB+56ijjtL555+vUCikW2+9NdNx0tq1a5fuvvtuSdIdd9zRaJ+nDAD1wauAAeyX/vKXv+jggw9Wdna2jDEZeWPq2qxbt05XXHGF2rRpo1NPPTXTcQBYhucAAgAAWIZzDgAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWOb/B1wr8oJ5iSRKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(maxTrans), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Gm, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Ioff, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIJsS4AQOPsKZFKK2JdRWTJiVJGSvi0rTvKVbCnMjYFNSAzI0G52UnOz2UVAVVWBWJYUXQJPq/8ieH/qxcUGxWXxaigBqT6pcxUj/NzvB23gC0IgEAc2FMiPbdIcmlGkc8rXXRizYvp1h3l+uWNa1RRYWJbWBSJiR79+889lJudpLKKgPLX75ZxZ6nyeKTenbOcEFhQbPSvOcbVx8KvzqoOgfF23AI24RQwEAdKK9z7IipV1xY6ylOwp9K14U+SKiqMMzpZWRVwbfiTJGMUNjpZXOb+YyE4Ohlvxy1gEwIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAQBxITpR8Lv5r9XmrawzKzEhQYqIndgU1IDHRo8yMBElSgs8rj3tLlcdTXWNQqt/9x0Kqv/pxvB23gE08xhgT6yIANGxPiVRaEesqIktOlDJSwqdt3VGugj2VsSmoAZkZCcrNTnJ+LqsIqLIqEMOKokvweeVPDE9RBcVGxWUxKqgBqX4pM7UmUcfbcQvYggAIAABgmYRYFwDEUlGZUblLRyeSEqU0f81ISlGpu0dS0pJjXUXTlVUEVFHpzv+FExM8dUYAt+4oV0FhVYwqql9mui9sdLWk3KjcnQPBSkqQUpLCz//vLjIqKY9RQQ1ISZKy0lx8vQLiCgEQ1ioqM5q9zCjgztd9eT3SOf2qQ2BRqfTKYrm61qHHxmcILKsIaNlXhXLruRCPR+rXJd0JgVt3lGvcLWtdHVinTOqm3OwklZQbzV9V6erjdmCvBCcE7i4yemx2QC69GkA+r3TlOV5CIJqFiy/PBfav8gr3Biqpurbg6GRpHNTq1tHJhlRUGteGP0kyRmFhr6CwyrXhT6quNTg6WV7p/uM2dHSypFyuDX9SdW1uHZ1E/CEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIKyVlCh5PbGuIjqvp7pGSUqOg1qTE2NdRdMkJnjkcfG+9XiqawzKTPeF/ew2iQkeZab7JElJCe4/bpMSan5OSZJ8Ln5V9HmrawSag8cYY2JdBBArRWVG5RWxriKypEQpzV/z6llUKpW6tNbkRCktOdZVNF1ZRUAVle58KkxM8MifGJ5Ktu4oV0FhVYwqql9muk+52TUppaTcqLwyhgXVIylBSkkKT6i7i4xKymNUUANSkqSsNBcnasQVAiAAAIBlEhpuAjReoctHqdJrjVIVlkplLq3XH6HeeFJYKpW6dCQlOSl838bbqE9BsVFJWYwKakCKX8pMrak33p4TCoqNq4/b0H0L7AsCIJpNYan04n+lqkCsK4nM55UuOL7mCb+wVHplsRRwab1erzT02PgMgYWl0vMfuftYuPAn1ft2d5HRY7MDrq71ynO8TggsKDaa+rZxdb1XDK4OKvH2nFBQbPTke+6u9xenGkIgmoWLL3dFvCmtcO8Tp1RdW+hIRFmFe8OfVF2bW0cnG1JaHgfHwo+jPCVxUGvo6GRJWRzU++PoZLw9J8TTcQvsKwIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAaDbJiZLPxUeUz1tdY5A/UfK6uF6vt7rGeJScFAfHQlL145Q4qDUlqebnFH8c1OuvfhxvzwnxdNwC+8pjjDGxLgIHj8JSqbQi1lVElpwopSeHTysslcpcWq8/Qr3xpLBUKi2PdRWRJSeF79vdRUYlLq01JUnKSvOETSsoNiopi1FBDUjxS5mpNfXG23NCQbFx9XEbum+BfUEABAAAsExCrAvAwaWg2KjYpSMTqf66/z0XlxmVV8aooAYkJUip/pp695S4e0QtIyXWVTRdvI1SFZcZlbn0uPXXOm53FRoVl7lznCHV71GL9PDnhF2FRkWl7qw3LbluvUBTEQDRbAqKjaa8ZVQViHUlkfm80riza0JgcZnRu/kBBdz5XC+vRzqtt1epfo/2lEhPL5Cr9+2oU+IzBBaWSi997O59O+y4mhBYXGb09grj6uN2cN/qcLWr0OiBVypUWRXrqiJL8EnXDk10QtWuQqN7Xyh3db2/G55ECESzcPHlrog3xWXufRGVqmsLHZ0sr5RrX0Sl6tqCo5Ol5e7ft24dnWxIaUUc7NuQ0cmyODhug6OTxWXGtWFKkiqrFDY6WVTq/nrdOjqJ+EMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQDSbVL/kc/ER5fNW1xiUlCB5PbGrpyFeT3WNkpSc5P59m5wU6yqaJjkxDvZtYs3P/jg4bv0/Hrepfo8SfLGtpz4Jvuoag9KS3V9vWrKLf/mIKx5jjIl1ETh4FBQbFZfFuorIUv1SZmr4k2dxmVF5ZYwKakBSQviL054SqbQ8hgXVIzlJykiJdRVNV1gqlVbEuorIkhOl9OTwacVlRmUuPW79tY7bXYVGxWXufJlJ9XvUIj38OWFXoVFRqTvrTUuuWy/QVARAAAAAyyTEugAcXErK3T2ilpIU/t9zYalU5tKRH3+tkZ+CYuPqEcB4Hl2NpxE1Kb7qLS0PqKIqhgXVI9EnJSeFn/8vKDYqcelZjJQIZzGApiIAotmUlBvNX1WpgEvHlL0eaWCvBCcEFpZKryyWAoEYFxaF1ysNPbY6BBYUGz35nlTl0lp9XukXpxrnxam4zOidFQFXHwtn9vUq1e9RcZnRW58ZV9d69pE1oaq4zOjtFe6ud3Df6npLywP6ZG2Zq2sd0M3vhMCCYqOpbxtX/51dMZgQiObh4kufEW/KK+XaJ3qpurbQEamyCveGP6m6tuDoZGm5e8OfVF1b6OhkPB0LZXFQa+hoXzzVW1Hl/lpDRydLytz/d+bW0UnEHwIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAaDZJCZLXE+sqovN6qmsM8idKXhf/BXi91TVKUnKS5HNxrT5vdY1B8XQs+OOgVn/ocRtH9Sb63F9roq/m5xS/+//OUvyxrgIHC48xxsS6CBw8SsqNyitjXUVkSQlSSlL4q1FhqVRWEaOCGuBPlNKTa34uKDYqLY9dPfVJTpIyU8P3bXGZu4+FVH9NvcVlRmUurdVfq1YpvuotLQ+ooiqGBdUj0SclJ4UnvoJio5KyGBXUgBR/3b8zoKkIgAAAAJZJaLgJ0HjFLh8BTK01AlhQbFTi0lG1lFqjaruL3F1rVlr4vt22s0IFhe4c+slM9ymnZaLz886CgIpK3Pm/cFqKRy0zw0ep4mmkvajUqNSltSYnSGnJ4cdtUZlx9VmBND8jgGgeBEA0m+Jyo/fyqxRw5+uovB7p1N4+JwQWFBtNmydVBWJcWBQ+rzT2dKPMVI92Fxk9Njvg6lqvPMfrhMBtOyv064nrVVHpzoMhMcGjR+/orJyWidpZENCd0/ao0p1ZVQk+6baxGU4ILCk3mr+q0tV/ZwN7JSglyaOiUqP/LJGraz3/GOOEwKIyozeWurvec/sbQiCahYsvd0W8Ka907xOnVF1b6KhJSbl7w59UXVtwxC+eapWkgsIq14Y/SaqoNM7oZFGJcW34k6TKKoWNTsbT31lpHNQaOjpZVuH+et06Oon4QwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRANJukBMnriXUV0Xk91TUGpSRJPhf/Bfi81TVK8VWrJGWm+5SY4N6DITHBo8x0nyQpLcWjBF+MC6pHgq+6xqB4+jtLjoNak0OeE/yJ7q/XnxjrKnCw8BhjTKyLwMGjuNyovDLWVUSWlCClJoU/uxcUG5WUx6igBqQkSZmpNfXuLnJ3rVlp4ft2284KFRRWxaii+mWm+5TTsuaVdGdBQEUl7nwqTEvxqGVmePovcfnfWUrI31lRqVGpS2tNTpDSksOP26Iyo7KKGBXUAH+ilOZ3cUJFXCEAAgAAWCah4SZA4+3YXaXC4kCsy4goPdWr7Kzwc327Co2Ky9z5P1Cq36MW6TX/7cfTaKUkFZcZlbl05MefUL1/g+Jt5Dqe9u3uIqPishgWVI9Uf92R64Jid9db++8MaCoCIJrNjt1VuuXhnapw51k/JfqkSeNbOiFwV6HRfS9XqNKl9Sb4pAk/T1SLdI8Kio2mzZOq3Jmt5fNKY083zotTcZnR2yuMAu7M1vJ6pMF9q4NKcbnRe/lVrq711N4+JwQWlxnNXu7ufXvOUdX7dneR0cOvV7n6uB0/xOeEwIJioylvGVfXO+5sQiCah4svK0e8KSwOuDb8SVJFlcJGJ4vLjGvDnyRVVskZnSwpd2/4k6prCx2dLKuUawOKVF1bcAStPA5qDR2djKd9W1zm/uM2dLQv3uoF9gUBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQDSb9FSvEn2xriK6RF91jUGpfo8SXFxvgq+6RklKSZJ8Lv5r9XmrawzyJ0heT+zqaYjXU12jJCXFQa1JCTU/x9O+TfW7/7hN9df8HG/1AvvCY4wxsS4CB48du6tUWByIdRkRpad6lZ0Vnvh2FRoVl7nzTyDV71GL9JpX+oJio5LyGBZUj5QkKTM1PJUUlxmVVcaooAb4E2rCtSQVlxuVu7TWpAQpNSl+9+3uIqPishgWVI9Uv5SVFr5vC4rdXW/tvzOgqQiAAAAAlklouAkAN/hhT0BFpbGuIrK0ZOmQjPBzZ9t3VWpPkTtHgzPSvGrVoubpb3eRu0dXa49S7SmRSl1ab3KSlJFS83O8jVwDtiAAAnHghz0BTX62TJVVsa4ksgSfdMNIvxMCt++q1O//tkUVLj1NmZgg/f361mrVIkG7i4wemx1QlTuzqnxe6cpzvE4I3FMiPb1Arq531CnVIbCg2Ojxue6u9fIzDCEQVnLx5a4AgopK5drwJ1XXFjo6uaco4NrwJ0kVlXJGJ0vK3RtQpOraQkfQSuOg3uDoZLztW8AmBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAE4kBaspTgi3UV0SX4qmsMykjzKjEhdvU0JDGhukZJSkmSfC5+JvR5q2sMSo6DepN/rDfe9i1gE48xxsS6CAAN+2FPQEWlsa4isrRk6ZCM8Ff67bsqtacoEKOK6peR5lWrFjUJdXeRUUl5DAuqR0qSlJXmCZu2p0QqdWm9yUlSRkrNzwXF7t63mamehhsCByECIAAAgGVcPDgPAACA/YEACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlEmJdgC02bdqko469WK2zf4h1KQAA7LOM/23U8xv/pw4dOsS6FDQBAXA/M8aoR/8/al3+/cpuc4qUfr4kyeP1yuP5sZGneiDW46meXv3Y43wPPpbXU3dehGnBjr3BeapZPqyd04eirzM47ce+vB6P5AlvHzbNW7cPT6321SUGawp+q9mWmnLrtq/ZZ56w+cHlvCHzQ3bZj/tFtabJ4a297pBtCZ0WsY/a6wp2GlZPzXKh63WWc/ozNev6cTln/8mE7I/wbXDmKdK88GWD6/HUrlc187w/tg+tq9amhPRppFr9V9dvarULmeapNS/KtDp9BOuKMM0jIwX7MKF9BMLbmZD2xtSZV7OOkGkmfFrNvEDN/jCBkFmBsHU56wm2Ca3LSHKmh9RowusNtldo+5D+69RoAsHdEdI+9OcffwiE1hicFlrnj+0DtfoP1NTo1BaQTMjj0HWbkG0Kq8eEt69Zvqa9MTXrNJHqdtYR7L5u/2F9BPsN3aZA+LpMSP8m4rzwOkLnmVq/99BppqqmfWhNder/8QdnU0L3RyA4L0KNId9N6LK16wjUqqeq5nHgx++qDHlcFfhxnmQqq6ctlE+Hd8zTP5+arlGjRtU8ryMueIxzBKK5bdu2TYf3Ha6CnSvVpe/1ym59ojPP4/WGhKUfQ5/X4wRAb8g8p523pp0kecPm1W3vrR0mvZ6wZWtPcwJdSB2hyzrzIoTCunV4QrahdnvVaR/WRzBEhPbl9KEI/cvpKyzwSfKGtA8uGx4sa68r2EZ16wlrr5A+aofNmu+h7Wr3EXmaqdNXTbu6AbAmdNbM89bqy+ORE+hC1xNpWWdepMCoWrWFhLnwMPhjgK4d6CK0c/qUiRAAI7ePGPwkeRSoaRcS7IKhqybkBeqZF7l9TX/hwas6ANYKd6F91Ao8oe0V2sbU7bdOaAxtHwhvr5AaQ171a6ZFaK868yJNC2kfqNV/SEipmWZkQh6HzgsNNaH9O2HNCUGhATC4bM1yplYfJkK70D5NpD5qtTMh+7RukIrQPiyM1V13fX0EA1XkdvW1N3XWFXFeSIir064qQr/B9pVGpqLmsSSZChPyOFCnnSR9HCjUg4HvdYQnRf/Zul6tWrUS4gPXAO4nr732mtp16CEjo34Dp4WFPwAADgbHedP1sK+TjKRuOa31+uuvx7okNBKngJtZQUGBuvW+WDu+m6/Del+nnHZnMiwOADhoZXkSdLO3jd41ezTyZ+frRE+6nt+1SZmZmbEuDfVgBLAZzZ8/X7mte6isZIv6DZym3PaDCX8AgIOex+PR6d5MPejrpC2qUPesbC1YsCDWZaEejAA2g9LSUnXpNVpbNr6qTj3HqU3eUOe6PgAAbJHrSdTd3vZ63ezS4IGD9FNPC80s/lbJycmxLg21kFL20dKlS9Uy53AV7FihI09+TG07DyP8AQCs5fV4dJ73EN3n66R8U6weKVlaunRprMtCLSSVJqqsrFSnnlfo2GNPUE7b09T3xIeUmt4p1mUBAOAKHTxJ+puvo072ZuiEo4/RZb5WqqysjHVZ+BEBsAnWrFmjQ3L6atvmd9XnhAfUofsv5PFyNh0AgFA+j0cXe7P1F18HzQ/sUe/EDK1ZsybWZUEEwL0SCAR0WO/rdESvo5TZso+OOvkxpbfoEeuyAABwta6eZN3n66jDPSk6qufhusqXq0DtDxzHAcWwVSNt2rRJffr/XKVF3+iIY/+krFb9Yl0SAABxw+/x6pe+HA0IpOkfgS36OCFDr278nFvJxQgjgA0wxqh7v1vU+bDD5U85VEed8jjhDwCAJurrTdXDvk5qpQQd3jFPM2bMEDclO/AIgPXYtm2bctoO0obVj6rbUTer25H/p4TEtFiXBQBAXEv1+DTB11q/87bWNZeN0Um+TG3fvj3WZVmFABjFq6++qnbtuZUbAAD7S+1byb322muxLskaBMAI3nnnHZ1//vnq0P0X6nn0nUr0t4h1SQAAHJSCt5Ib6c3Weeedp3feeSfWJVmBABhBnz59lJXdX5u/ek4FO1fEuhwAAA5q+SrRy4GdOtKTqj59+sS6HCsQACNo3bq1dm5drLaHXajVn/xB61c/okBVWazLAgDgoFJuAvp31TbdUbVZQ72HaGnlHrVu3TrWZVmBABiF1+vVuvwHtCp/mQp2rNDyhVeqcPcXsS4LAICDwpemVBOqvtYqU6xl/1utf1ZtlddLLDlQ2NMN6Nmzp37YvlKt2p6qlYuu0aa1T8oEuJUNAABNUWWMng3s0B+qNulkb4ZWVxSqZ8+esS7LOgTARkhISNDXax7Xxx9/oG2b52nFh9eouPDrWJcFAEBc+caU64aqTZof2KNFSxZrRtV2JSRwT4pYIADuhWOOOUY7tv5PmYf01mcLx+m79S/JGG5lAwBAfQLG6LXAD5pQtVFHeFK0pniXjj766FiXZTUC4F5KSUnR5nWzNG/ubG1e95xWfXyDykq2xrosAABcaZup0G2BzXo58INmv/euXg7sVEpKSqzLsh4BsIkGDRqkrVu+kD8lV8vmj9XWb97mVjYAAPzIGKN3AwX6TdVG5ShBa3fv0KBBg2JdFn5EANwHmZmZ+v7rN/XSizO1YfWjWvPpRFWU74p1WQAAxNRuU6k/Bb7T44Ftmvmfl/V2YLcyMzNjXRZCEACbwXnnnafN36yRkdGy+WO18/sPY10SAAAx8XGgUOOrNspI+mLrdzrvvPNiXRIiIAA2k5ycHG3/dr7yDr9KXyybpLWf/VWVFUWxLgsAgAOi2FTpgaotujewRQ88OU2LqgqUk5MT67IQBQGwGXk8Hn2x7B6t+2q1yoq3aPmCK7R7x2exLgsAgP1qpSnWNVUb9b0q9b+vN+iyyy6Tx+OJdVmoBwFwP+jYsSO3kgMAHPQi3cqtQ4cOsS4LjUAA3E+4lRwA4GDGrdzim8fw2SX7XWVlpQ7rNU6bv5wpf2obSVLkkXGP5HEehUyOPIzuiTbP6SP6vOADT52V1Zpf3wh+pPVEfqhonXnqPIg0L8r211Nb3X499cyLsnzDuy/yvHomNvBrr1ejtjfKRI+i/5nX/T1Fa7MXfYRNNNHbhDVv3FNRve2Cx2S9T2s18+rWZCJuZv21mag/Nmq5iE0iTDT17cfIdddXW+R1NHFeY7Ylyryov6poM+r73f44L/JmmgjT6k6o232UfetsViP2caQuQlYUedeaut+i1W3q7yNsm2r3EbrPTK02Yf2GFPLjw+9VoeHelnqibAt384hDBMADaMWKFfrrX/+qkSNHKjExMdbluFJFRYWeffZZ9lEU7J+GsY8axj6qH/unYRUVFXrrrbf097//XX6/P9bloAkIgAdQQUGBsrKytHs3n4cUDfuofuyfhrGPGsY+qh/7p2Hso/jHyXoAAADLEAABAAAsQwAEAACwDAHwAPL7/Zo4cSIXzNaDfVQ/9k/D2EcNYx/Vj/3TMPZR/ONNIAAAAJZhBBAAAMAyBEAAAADLEAABAAAsQwAEAACwDAFwP/vTn/6kY489VhkZGcrNzdXQoUO1Zs2aWJflKo8++qj69u2rzMxMZWZm6ic/+Ylmz54d67Jc7c9//rM8Ho8mTJgQ61Jc4/bbb5fH4wn76tmzZ6zLcpXNmzfr0ksvVXZ2tlJSUtSnTx8tWbIk1mW5Rl5eXp1jyOPxaPz48bEuzTWqqqp06623qnPnzkpJSVGXLl101113ifeTxh/u3ryfzZ8/X+PHj9exxx6ryspK3XzzzRo8eLBWr16ttLS0WJfnCu3bt9ef//xndevWTcYYTZ8+Xeeff76WLVumXr16xbo811m8eLEee+wx9e3bN9aluE6vXr00d+5c52duUF/jhx9+0IknnqhTTz1Vs2fPVk5OjtauXatDDjkk1qW5xuLFi1VVVeX8nJ+frzPPPFMXXnhhDKtyl7/85S969NFHNX36dPXq1UtLlizR2LFjlZWVpWuvvTbW5WEv8DEwB9i2bduUm5ur+fPn65RTTol1Oa7VsmVLTZ48WVdccUWsS3GVwsJC9e/fX4888ojuvvtuHXXUUbrvvvtiXZYr3H777XrllVe0fPnyWJfiSjfeeKMWLVqkhQsXxrqUuDFhwgS9/vrrWrt2rTweT6zLcYUhQ4bo0EMP1dSpU51pF1xwgVJSUjRjxowYVoa9xSngA2z37t2SqgMO6qqqqtKzzz6roqIi/eQnP4l1Oa4zfvx4nXvuuTrjjDNiXYorrV27Vm3bttVhhx2mUaNG6euvv451Sa7x6quv6phjjtGFF16o3Nxc9evXT//6179iXZZrlZeXa8aMGbr88ssJfyFOOOEEzZs3T1988YUk6bPPPtMHH3ygc845J8aVYW9xfuQACgQCmjBhgk488UT17t071uW4ysqVK/WTn/xEpaWlSk9P18svv6wjjjgi1mW5yrPPPqulS5dq8eLFsS7FlY477jg98cQT6tGjh7777jvdcccdOvnkk5Wfn6+MjIxYlxdz69at06OPPqrf/e53uvnmm7V48WJde+21SkpK0ujRo2Ndnuu88sor2rVrl8aMGRPrUlzlxhtvVEFBgXr27Cmfz6eqqipNmjRJo0aNinVp2EsEwANo/Pjxys/P1wcffBDrUlynR48eWr58uXbv3q0XXnhBo0eP1vz58wmBP9q0aZOuu+46vfPOO0pOTo51Oa4UOgLRt29fHXfccerUqZNmzZrFpQSq/gf0mGOO0T333CNJ6tevn/Lz8/XPf/6TABjB1KlTdc4556ht27axLsVVZs2apaefflozZ85Ur169tHz5ck2YMEFt27blOIozBMAD5De/+Y1ef/11LViwQO3bt491Oa6TlJSkrl27SpKOPvpoLV68WPfff78ee+yxGFfmDp9++qm2bt2q/v37O9Oqqqq0YMECPfTQQyorK5PP54thhe7TokULde/eXV9++WWsS3GFNm3a1PmH6vDDD9eLL74Yo4rca+PGjZo7d65eeumlWJfiOjfccINuvPFGjRw5UpLUp08fbdy4UX/6058IgHGGALifGWN0zTXX6OWXX9b777+vzp07x7qkuBAIBFRWVhbrMlzj9NNP18qVK8OmjR07Vj179tQf/vAHwl8EhYWF+uqrr3TZZZfFuhRXOPHEE+t8BNUXX3yhTp06xagi95o2bZpyc3N17rnnxroU1ykuLpbXG/72AZ/Pp0AgEKOK0FQEwP1s/Pjxmjlzpv7zn/8oIyNDW7ZskSRlZWUpJSUlxtW5w0033aRzzjlHHTt21J49ezRz5ky9//77mjNnTqxLc42MjIw6142mpaUpOzub60l/dP311+tnP/uZOnXqpG+//VYTJ06Uz+fTxRdfHOvSXOG3v/2tTjjhBN1zzz0aMWKEPvnkE02ZMkVTpkyJdWmuEggENG3aNI0ePZqPEYrgZz/7mSZNmqSOHTuqV69eWrZsme69915dfvnlsS4Ne8tgv5IU8WvatGmxLs01Lr/8ctOpUyeTlJRkcnJyzOmnn27efvvtWJflegMHDjTXXXddrMtwjYsuusi0adPGJCUlmXbt2pmLLrrIfPnll7Euy1Vee+0107t3b+P3+03Pnj3NlClTYl2S68yZM8dIMmvWrIl1Ka5UUFBgrrvuOtOxY0eTnJxsDjvsMHPLLbeYsrKyWJeGvcTnAAIAAFiGzwEEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAATgyM/P16WXXqoOHTooKSlJHo9HHo9Hy5cvD2v3xhtv6KyzzlKrVq3k8/nk8XjUokWLmNR8oI0ZM0Yej0d5eXmxLsXxi1/8Qh6PR7/5zW+a3McTTzzh/L43bNjQfMU1k3PPPVcej0cTJ06MdSnAQYEACCvt3r1bDz/8sH76058qLy9PqampysrKUvfu3TVq1Cg999xzqqqqinWZDSotLdW0adN0wQUXqEuXLkpPT1d6erq6dOmiYcOG6fHHH1dJSUmj+vr00081YMAAPf300/rmm29UUVERsd0jjzyiIUOG6O2339aOHTuafBP4YNio/ZWUlKRDDz1UAwcO1KRJk7R169Ym9W+LTz75RDNmzFBSUpJuvPHGWJez39x6662SpL/97W/65ptvYlwNcBCI9b3ogANtypQpJjs7O+p9moNfRxxxhFm4cGGsy43qlVdeMR07dmxwOzp06GBefvnlBvs788wzjSSTmZlpHnnkEfPJJ5+YlStXmpUrV5qSkhJjjDFFRUUmKyvLSDI9e/Y0L7zwglm2bJlZuXKlWb169V7V31Ddwa+WLVuaOXPmNGUXNdrEiROd9TVk9OjRRpLp1KnTfq2psYK/t6uuumqf+pk2bZqzD9avX988xTWz4Lb++te/jnUpQNwjAMIqv//9750XuYSEBHPppZeaWbNmmY8//tgsXLjQ/Pvf/zannXaa08bv95vnn38+1mXXcf/99xuPx+PUed5555mnnnrKfPjhh+ajjz4yM2bMMEOHDnXmezwec//990ftr7y83CQlJRlJ5vrrr4/abv78+U6fr7/++j5tQ7CfY445xgmaK1euNB9++KF58sknzfHHH++0SUtLM+vWrdun9dVnbwKgm3z88cdO3WvXrt2nvuIhAL711ltGkklKSjLffvttrMsB4lp8PdsB++Dhhx92XuDat29vli1bFrXt008/7QQiv99fb9sD7fXXX3e2Iysry8ydOzdq23nz5jkjdh6Px7zxxhsR23377bdOn1OmTIna38yZM512X3zxxT5tR7CfgQMHRpwfCATM8OHDnXbjx4/fp/XVJ14D4CWXXGIkmeOOO26f+4qHAFhZWWlyc3ONJDNx4sRYlwPENa4BhBU2btyo3//+95KktLQ0zZs3T0cddVTU9pdccokef/xxSVJZWZkuu+wyGWMORKn1Kiws1NixYyVJXq9Xr732mk4//fSo7U877TS9+uqr8nq9MsZo7NixKioqqtOurKzMeZyYmBi1v8a2aw4ej0d//vOfnZ/nzp27X9cXb3bv3q0XX3xRkjRq1KgYV3Ng+Hw+XXTRRZKkadOmueJvEohXBEBY4b777lNpaakk6bbbblP37t0bXGbUqFE6++yzJVW/O/b111+v02bQoEHyeDwaNGiQJGnz5s363e9+p65duyolJUXZ2dk666yzNHv27GbZjqlTp2rbtm2SpCuvvFInn3xyg8uccsopGjdunCRp69atTrCVpNtvv10ej0edO3d2po0dOzbsTRm33367s53B8ClJnTt3Dmv3/vvvN8s2hjrssMOUlpYmSdq0aVPUdv/973/1xz/+UYMGDVLr1q2VlJSkzMxMHXHEEfr1r3+t1atXR1wu+M7XO+64w5kW6Y0poe+Kbey7gFeuXKlx48apW7duSk1NVUZGhnr16qXf/va3zfIu2//85z9OIL/gggsabP/DDz/oxhtvVM+ePZWSkqLc3FydccYZev755/dqvaWlpXrooYd0+umnO/s62NfUqVNVWVnZYB9lZWWaMmWKzj33XLVr105+v19paWnq1auXfvnLX2rOnDlRw11wW7/++mstWrRor2oHECK2A5DA/hcIBEzLli2NJJOSkmJ27drV6GWD1xxJMj//+c/rzB84cKBzGvODDz4wrVq1ivpmhsmTJ+/ztvTr18/p7/PPP2/0cv/73/+c5fr16+dMDz31Ge1r4sSJznbW9/Xee+/t1bYEl4t2CjgoeAo7Kysr4vzQU5fRvnw+n3n44YebtKxqnRJtzJtA7rnnHuP1eqP25/f7zfTp0xuxl6IbM2aM8yafhqxevdq0bds2aj1jx45t1Cng5cuXm06dOtW7r4499lizZcuWqLUsW7bMdO7cea/2eaiioiLj8/mMJHPzzTc3ZlcBiIAAiIPeypUrnReVwYMH79WylZWVJiUlxUgyOTk5deYHg1H37t1Nq1atTG5urvnzn/9sPvjgA/PJJ5+Ye++917Ro0cLoxzed5OfnN3k7du3a5YSK7t277/Xy3bt3d8JQQUGBMcaY77//3qxcudLMmTPH2Ud333132Jsyvv/+e7Nu3TqzcuVKc/fddzvt5syZE9ausLBwr+ppTAAMvTbxyCOPjNjmX//6lznkkEPMmDFjzOOPP24WLlxoli5dal5//XVz5513OqHc4/GYefPmhS37ww8/mJUrV5pf//rXznpCtyn4VV5e7izTUAAMvdY0JyfH/O1vfzMfffSR+eCDD8ztt99u0tLSGrwmszG6dOliJJlhw4bV22737t2mQ4cOTk0XXXSRefPNN82SJUvMzJkzzTHHHOMEt/rC19q1a50wnpmZaW666Sbz8ssvmyVLlpg5c+aY8ePHm4SEBOeaxNB9FrR69WqTnp4e9k/Vc889ZxYvXmz++9//mieffNJceumlJi0trd7rEPv27WskmRNPPHFvdxuAHxEAcdCbMWOG84Jz44037vXyoe9G3bx5c9i80JGxTp06mW+++abO8gsXLnTesXvttdc2eTs++OADZ10jR47c6+VHjhzpLL9o0aKweevXr3fmTZs2LWofzflGgcYEwGuuucZpd9ddd0Vs880335iioqKofezatcsJDCeddFLENs31MTBbt241qampRpJp27at+frrr+u0Wbp0qRMC27VrFzEoNeT7779vcL8EXX/99U7be+65p8788vJyM3jw4AZH30444QQjVY8gb9u2LeK6Zs+e7fyTEunNRP379zeSjNfrNc8880zUmrdv326Ki4ujzh87dqyRZFJTU00gEIjaDkB0XAOIg9727dudx61bt97r5Q899FDn8Y4dO6K2e/DBB9WuXbs600866SQdd9xxkqSFCxfu9fqDDtR2xNqePXu0dOlSjR07Vg899JAkqVu3bho/fnzE9u3atVNqamrU/rKysnTnnXdKkj744IP9uu3Tpk1TcXGxJOnee+9Vhw4d6rTp16+fbrrpJknV14y+8sore72e0A9Czs3NjdquvLxcU6dOlST17ds34gdFJyYmaurUqfW+qWfhwoX68MMPJUnTp09Xq1atIrY7++yzNXz4cEnV11eGevvtt7V06VJJ0rXXXquRI0dGXV92drZSUlKizg9uc3FxsbZs2RK1HYDoCIA46O3Zs8d5nJ6evtfLhy5TUFAQsU2LFi107rnnRu3j6KOPliStW7dur9cfdCC2Ixbmz58f9oaLzMxMHX300U6AOP/88/X+++/rkEMOaVR/RUVF2rBhg1atWqX8/Hzl5+eHhZvPPvtsf2yGpJp3Krdo0ULDhg2L2u6Xv/xlnWX2RvCNQJLq3S+ffvqpfvjhB0nS6NGj5fF4IrZr3769Bg8eHLWfV199VZLUo0cP9enTp97aTjnlFEnS4sWLw94QEvomqgkTJtTbR0NatmzpPCYAAk2TEOsCgP0tIyPDeVxYWLjXy4cuk5mZGbFNt27d5PVG/38q+IIVGuKk6rCyfv36qMv17t3beXwgtsNt2rZtqwkTJqht27b1ttu+fbvuvfdevfjii1q7dm29Hw8SOpLa3PLz8yVJ/fv3r3dE7dBDD1VeXp42bNjgLLM3du7c6TyuLwCuXLnSeXzsscfW2+eAAQP0xhtvRJy3ZMkSSdKaNWuihsjaKioqtHPnTme0btmyZZKkjh07qlOnTo3qI5rQbY70sUYAGkYAxEEv9HRVU0YLvv/+e+dxdnZ2xDb1nYKU5ITD2vfNXbx4sU499dSoy4UGmQOxHbFwzDHHaNq0aZKqt3fLli1auHChHnjgAW3evFlnn3223nnnnagfefPpp5/qrLPOavSp3cbeG7kpgsGsvtOyQa1bt9aGDRvCwlxjJScnO4/r257QvhuqKfQSgdqaej/m4OlwqSZ4t2nTpkl9hQrd5v39eZTAwYoAiINe3759ncfBUYjGqqqq0ooVKyRJOTk5DY5E7U+9e/eW1+tVIBDY6+2Q5Fx/5fP5wkYWYy0tLS2snj59+ujMM8/UiBEjdMIJJ2jPnj0aNWqU8vPz64xclpeXa8SIEdqxY4cSExN1zTXX6Pzzz1f37t11yCGHyO/3S6o+9d6lSxdJOiAfHtzYUbKmysnJcR43NkDuS01VVVWSpCOPPFIzZsxo9HKRroltDqHb3KJFi/2yDuBgRwDEQa93795q2bKldu7cqQULFmj37t3Kyspq1LJz5851RjEa86HLe2vQoEGNDiRZWVnq27evli9frjVr1uiLL75o1AdaS3LaS9Uv4vFwCrh379665557dM0112jTpk2aPHmy7rrrrrA27777rnNd5SOPPBJ2bV2opoyyNUXLli313XffhY22RhMcxQ29nq2xQgNg8Bq/SEJPlX7//ff1Hi/11RwcMS4sLGzyPw/BEezvvvuuScuHCt3mSG+0AdAw3gSCg57H49EvfvELSdWnjv71r381etkHH3zQeTxmzJjmLm2vhdbwwAMPNHq50LZu2I7GuvLKK527lPzjH/+oc/3eqlWrnMfBW4RFEryGLZrmGrELhqOlS5fWe0eMrVu3auPGjWHL7I3DDjvMuewgGOwjCX3DxuLFi+vts775/fr1k1Q9ktrUN130799fUvUdPILb3lTBbe7cuXODl18AiIwACCtcd911zunAO+64Q19++WWDyzz77LPORfG9e/fWkCFD9muNjXH55Zc7Iyn//Oc/G3UrrEWLFumxxx6TVH0d2OWXX75fa2xOiYmJzkeXFBUV6R//+EfY/NCQFe3NAIFAoMHQH3pNXej9jvfWGWecIUnatWuXXnrppajtpk6d6oz8BpfZG4mJiTr++OMl1R/cjj76aGcU8Kmnnoo62rx582a9/fbbUfs577zzJFWfPr///vv3ul5J+tnPfuY8rv173FvBQB/8eCUAe48ACCvk5eVp8uTJkqpPY51++un1fhzIrFmzNHr0aElSUlKSnnrqqf1+XVdjZGRkOJ/rVlVVpSFDhui9996L2v7999/XkCFDnGu4pk2b5txbN16MGTPGuZbs4Ycf1u7du5153bp1cx7X/ty5oJtuusm5/jGa0DcmfPXVV02udezYsc6I1O9//3tt3ry5TpvPPvtM99xzj6Tqa+SGDh3apHUFL0lYsWJF1NDq9/ud+zcvX77c+RsIVVlZqV/96lcqLy+Puq7BgwdrwIABkqTJkydr1qxZ9da2cuVKvfbaa2HTzjjjDOfjkB588EE9++yzUZffsWNH1De3rFu3zhkJru+jawA0IHafQQ0ceNddd51zt4OEhARz2WWXmeeff9588sknZtGiRWbq1Knm9NNPD7tn6/PPPx+1v9B7Addnb+400Rh///vfnbuLSDJDhw41M2bMMB999JH573//a55++mkzbNgwp43H4zH33Xdf1P7ceieQoH/84x9O+zvvvNOZXlhYaHJzc51b3F155ZXmrbfeMkuWLDHPPvus87s88cQT692+tWvXht0ucP78+eaLL74wa9euNWvXrjUVFRVO2725Fdyhhx5q/vGPf5iPP/7YLFq0yNxxxx3OrdD29VZwS5cuddbzzjvvRG23a9cu0759e6ftxRdfbGbPnm0+/fRT88wzzzi3gAveEi7a7/bLL7907qktyfzsZz8zM2bMMB9//LFZsmSJefPNN82kSZOcO+f8/ve/r9NH7VvBDRs2zMyaNcssWbLEfPzxx+bpp582o0ePrvdWcFOmTHH+frdu3drU3QdYjwAI6zz66KNhL2TRvg4//HCzYMGCevuKVQA0xpgXX3wx7IU92leHDh3MSy+9VG9fbg+ARUVFzj19s7OzzZ49e5x5b731lklOTo66/YMGDTL5+fkNbt+IESOi9hG6rQ0FQGOMmTRpknNLtEhffr/fTJ8+vZF7Krqjjz7aSDJjx46tt11+fr5p3bp11HrGjBnTqN/tmjVrTO/evRs85iSZO+64I2IfS5YsCbs3cWP2eahBgwYZSebcc8/dm10FoBZOAcM6V111lb766is9+OCDOvvss9WhQwclJycrPT1dXbp00ciRI/XMM89o5cqV++Wdv81l2LBh+uKLLzR16lQNHTpUeXl5Sk1NVWpqqvLy8jR06FD9+9//1po1a/Tzn/881uXuk9TUVP32t7+VVH168NFHH3XmnXXWWVqyZIkuvfRStW3bVomJicrJydHAgQM1ZcoUzZs3r1GnvWfMmKG//vWvGjBggLKysur9YO+G3HzzzVq2bJl+9atfqUuXLkpJSVFaWpoOP/xwXXfddfr888+dNybti3HjxkmSXnrppXqvXezVq5dWrVql//u//1O3bt3k9/vVqlUrnXrqqZo5c6bzOYwN6d69u5YvX66ZM2fqggsuUMeOHZWSkqKkpCS1adNGgwYN0h//+Ed9+umnuu222yL2cfTRR2vNmjV64IEHdNpppyk3N1cJCQlKT09Xnz59NG7cOM2bN095eXl1lt28ebMWLFggSbr66qsbVTOAyDzGHIAPxQIANLvCwkIddthh2rZtm2bMmKFRo0bFuqT96u6779att96qww8/XKtWrXLFdblAvGIEEADiVHp6um699VZJ0j333FPnTjMHk8LCQt13332SpIkTJxL+gH1EAASAOHbVVVfpsMMO0+rVq/XCCy/Eupz95uGHH9aOHTs0YMAAjRgxItblAHGPO4EAQBxLTEzUE088oXnz5tX74dPxLiMjQxMnTtSwYcMY/QOaAdcAAgAAWIZTwAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWOb/AXPmH4f3s4BUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin.5), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(lin), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Vth(maxTrans), using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for Gm, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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WiQp3AABHp7ikXKVlleGOEZInOUoZaXEBx9yU101ZJXfldVNWwCYUQMAFikvKNezOZTpYYcIdJaSYaEeTx/Xw/WPqprxuyiod2tu8kfmNOu+kV7r79tYtWQHb8BQw4AKlZZWN9h9RSTpYYQKu8rgpr5uySu7K66asgG0ogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIu4EmOUky0E+4YtYqJduRJjvJ97qa8bsoquSuvm7ICtnGMMSbcIQAcWXFJuUrLKsMdIyRPcpQy0uICjrkpr5uySu7K66asgE0ogAAAAJbh2jes5qarE27K6jZu21s35XVTVsl9eYFjRQGEtYpLypU3Ml8HKxrnRfCYaEeTXumujLQ4V2V1m+KScg27c1mj3tvJ43r49tZNfxbclFVy358F4HjwIhBYq7SsstF+oZekgxXGdyXCTVndxm1766a8bsoquS8vcDwogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAghreZKjFBPthDtGrWKiHXmSoyS5K6vbuG1v3ZTXTVkl9+UFjodjjDHhDgGES3FJuUrLKsMdIyRPcpQy0uJ8n7spq9u4bW/dlNdNWSX35QWOFQUQAADAMlxLRr1y23fPbsvrJm7aWzdlldyV101ZJfflBY4VBRD1prikXMPuXKaDFY3zonJMtKPJ43r4voAWl5Qrb2R+o8476ZXurvyC76a95c9t/XL73ropL3A8eBEI6k1pWWWj/cIpSQcrTMB39m7L6yZu2ls3ZZXclddNWSX35QWOBwUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRA1BtPcpRiop1wx6hVTLQjT3KU73O35XUTN+2tm7JK7srrpqyS+/ICx8Mxxphwh8DJo7ikXKVlleGOEZInOUoZaXEBx9yW103ctLduyiq5K6+bskruywscKwogAACAZbiWjHrltu+e3ZTXTVndxm1766a8bsoquS8vcKwogKg3xSXlGnbnMh2saJwXlWOiHU0e18P3BdRNed2U1W2KS8qVNzK/Ue/tpFe6B/y5dUteN2WV3PU1AThevAgE9aa0rLLRfuGUpIMVJuA7ezfldVNWt3Hb3ropr5uySu7LCxwPCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQCi3niSoxQT7YQ7Rq1ioh15kqN8n7spr5uyuo3b9tZNed2UVXJfXuB4OMYYE+4QOHkUl5SrtKwy3DFC8iRHKSMtLuCYm/K6KavbuG1v3ZTXTVkl9+UFjhUFEAAAwDJcS0a9ctt3z27K66askrvyuimr5K68bsoquS8vcKwogKg3xSXlyhuZr4MVjfOicky0o0mvdPd9AXVTXjdlldjb+sTenjih9nbYncsadd7J43pQAlEveBEI6k1pWWWj/cIpSQcrTMB39m7K66askrvyuimr5K68bsoquS8vcDwogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAKLeeJKjFBPthDtGrWKiHXmSo3yfuymvm7JK7srrpqySu/K6KavkvrzA8XCMMSbcIXDyKC4pV2lZZbhjhORJjlJGWlzAMTfldVNWyV153ZRVcldeN2WV3JcXOFYUQAAAAMtwLRn1ym3fPbspr5uySu7K66askrvyuimr5L68wLGiAKLeFJeUK29kvg5WNM6LyjHRjia90t33BdRNeYtLyjXszmWNOuvkcT0C9tYted2UVXLfn1u3ZJXc9ecWOF68CAT1prSsstF+4ZSkgxUm4Dt7N+V1U1bJXXndlFVyV143ZZXclxc4HhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBRL3xJEcpJtoJd4xaxUQ78iRH+T53U143ZZXclddNWSV35XVTVsl9eYHj4RhjTLhD4ORRXFKu0rLKcMcIyZMcpYy0uIBjbsrrpqySu/K6Kavkrrxuyiq5Ly9wrCiAAAAAluFaMuqV2757dlNeN2WV3JXXTVkld+V1U1bJfXmBY0UBRL0pLinXsDuX6WBF47yoHBPtaPK4Hr4voG7K66askvv2Nm9kfqPOOumV7uztCeDmvQWOFy8CQb0pLatstF84JelghQn4zt5Ned2UVXJXXjdlldyV101ZJfflBY4HBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEDUG09ylGKinXDHqFVMtCNPcpTvczfldVNWyV153ZRVcldeN2WV3JcXOB6OMcaEOwROHsUl5Sotqwx3jJA8yVHKSIsLOOamvG7KKrkrr5uySu7K66askvvyAseKAggAAGAZriUDLlFZUaEqb1W4Y4QUGRGpqOjogGNuupLipqySu/K6KStgEwog4AKVFRX69+ZNaqwX7B3HUavWWb4SWFxSrmF3LtPBisaZNyba0eRxPZSRFueqrNKhvc0bmd+o8056pbsr9xawCS8CAVygylvVaMufJBljAq5OlpZVNtp/9CXpYIXxXZVyU1bJXXndlBWwDQUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAReIjIiU4zjhjlErx3EUGRHp+9yTHKWY6MabNybakSc5SpK7skruyuumrIBtHGOMCXcIAEdWWVGhKm9VuGOEFBkRqajo6IBjxSXlKi2rDFOiunmSo5SRFuf73E1ZJXfldVNWwCYUQAAAAMvwFDAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWIYCCAAAYBkKIAAAgGUogAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlqEAAgAAWCYq3AFssXnzZp159g3KTN0V7igAABy3pG836v2N36p169bhjoJjQAE8wYwxyu32B61f9aJSm18gJf5CkuRERMhxfprkHLoQ6ziHjh+67fh+rb6tCCd4LMSx6oUjqsd0+P4B83xrqPbHrD7201oRjiM5gfMDjkUEr+HUmH8oYnWm6l8On8vhuMHzD++ZEzBefb8Iv3G/LftpX1TjmHwiaj6237n4Hwu5Rs3Hql40IM/h+/k/ru9+vvXM4cf66X6+/ZPx24/Ac/CNKdRY4H2rH8epmVeHxyJ+mu+fq8ap+K1ppBrrH8pvaszzO+bUGKvlWNAa1blCHHNkpOo1jP8a3sB5xm++MUFjhx/D75gJPHZ4zHt4P4zXb8gb8Fi+x6me45/LSPId98toAvNWz5f/fL/1gzIab/V2+M33//ynT7z+GauP+ef8ab63xvrewxl92byS8bvt/9jG75wC8pjA+Yfvf3i+MYcf04TK7XuM6uWD1w9Yo3pd/3PyBj6W8VvfhBwLzOE/Zmr8vvsfM1WH5/tnCsr/0ye+U/HfD2/1WIiMfr8a//vWzOGtkafq8G3vT7+q0u92lfenMclUHjq2UJE6PStHr749UXl5eYe/rsMVHOP7E4j6VlJSotPPGKyynV/rtDN+o9TM83xjTkSEX1n6qfRFOL4CGOE35psXcXieJEUEjAXPj6hZJiOcgPvWPOYrdH45/O/rGwtRCoNzOH7nUHO+guYHrFFdIvzX8q2hEOvLt1ZA4ZMU4Te/+r6BxbLmY1XPUXCegPnyW6Nm2Tz8q/+8mmuEPmaC1jo8L7gAHi6dh8ciaqzlOPIVOv/HCXVf31iowqga2fzKXGAZ/KlA1yx0Ieb51pQJUQBDzw9Z/CQ58h6e51fsqkvX4ZLnrWMs9PzD6wUWr0MFsEa581+jRuHxny//OSZ43aDS6D/fGzhffhn9/tU/fCzEfAWNhTrmN99bY32/knL4mJHxu+0/5l9q/Nf3lTVfCfIvgNX3PXw/U2MNE2Ke/5om1Bo15hm/PQ0uUiHmB5Sx4Meua43qQhV6Xl3zTdBjhRzzK3FB86pCrFs9v9LIVBy+LUmmwvjd9gbNk6TF3r162Vusjk68PtxWqGbNmgnuwP8BPEFmzpyplq1zZWR01oXjA8ofAAAng54RiXolMltGUru0TM2aNSvckXCUeAq4npWVlald5xu0Y+t8ndr5PqW1vITL4gCAk1aKE6XfRzTXPLNHQ6/6hc5zEvV+6WYlJyeHOxrqwBXAejR//nylZ+bqwP4inXXheKW3upTyBwA46TmOo4sjkvVyZLaKVKH2KalasGBBuGOhDlwBrAfl5eU6rdNwFW38SNkd7lDznKt9/68PAABbpDvR+mNEK80ypbr0wr66wvFo8r7/KC4uLtzRUAMt5TgtX75cTdNOV9mOlep6/mtq0WYQ5Q8AYK0Ix9HAiFP0l8hsrTL7lBufouXLl4c7FmqgqRyjyspKZXe4TWef3VtpLS7SGef9nxISs8MdCwCARqG1E6P/jczS+RFJ6t29h26KbKbKyspwx8JPKIDHYO3atTol7QyVbJmnLr1fUuv2v5QTwbPpAAD4i3Qc3RCRqmcjW2u+d486Rydp7dq14Y4FUQB/Fq/Xq1M736eOnc5UctMuOvP815ToyQ13LAAAGrW2Tpz+Epml0514ndnhdI2ITJe35huOo0Fx2eoobd68WV26XaPyH/+tjmc/rZRmZ4U7EgAArhHrROhXkWk6x9tEf/YWaXFUkj7auIYfJRcmXAE8AmOM2p/1kNqcerpi4zN05gVvUv4AADhGZ0Qk6JXIbDVTlE7PytE777wjfihZw6MA1qGkpERpLfpqw+pxanfm79Wu628VFd0k3LEAAHC1BCdSoyIzdX9Epu656Wb1iUzW9u3bwx3LKhTAWnz00Udq2Yof5QYAwIlS80fJzZw5M9yRrEEBDGHOnDn6xS9+odbtf6kO3Z9QdKwn3JEAADgpVf8ouaERqRo4cKDmzJkT7khWoACG0KVLF6WkdtOWH95T2c6V4Y4DAMBJbZX2a7p3p7o6CerSpUu441iBAhhCZmamdm5bqhanXqfVS36nwtVj5a06EO5YAACcVA4ar/5fVYker9qiqyNO0fLKPcrMzAx3LCtQAGsRERGh9ate0jerVqhsx0oVLPxv7d39XbhjAQBwUlhnyjWqapO+Mfu04tvVerVqmyIiqCUNhZ0+gg4dOmjX9q/VrMV/6esv79Hm79+S8fKjbAAAOBZVxmiKd4d+V7VZ50ckaXXFXnXo0CHcsaxDATwKUVFR2rT2TS1e/IVKtszVyn/eo317N4U7FgAArvJvc1CjqzZrvnePvly2VO9UbVdUFD+TIhwogD9Djx49tGPbt0o+pbO+WniHthZOkzH8KBsAAOriNUYzvbs0qmqjOjrxWruvVN27dw93LKtRAH+m+Ph4bVk/VXM//0Rb1r+nbxaP1oH928IdCwCARqnEVOgR7xZN9+7SJ3+fp+nenYqPjw93LOtRAI9R3759ta3oO8XGp2vF/Fu07d9/40fZAADwE2OM5nnLdHfVRqUpSt/v3qG+ffuGOxZ+QgE8DsnJySreNFvT/jpZG1aP09r8R1VxsDTcsQAACKvdplJPe7fqTW+JJn84XX/z7lZycnK4Y8EPBbAeDBw4UFv+vVZGRivm36Kdxf8MdyQAAMJisXevRlZtlJH03batGjhwYLgjIQQKYD1JS0vT9v/MV87pI/TdijH6/qvnVFnxY7hjAQDQIPaZKr1UVaQXvEV66a3x+rKqTGlpaeGOhVpQAOuR4zj6bsVTWv/Dah3YV6SCBbdp946vwh0LAIAT6muzT/dUbVSxKvXtpg266aab5DhOuGOhDhTAEyArK4sfJQcAOOmF+lFurVu3DncsHAUK4AnCj5IDAJzM+FFu7uYY3rvkhKusrNSpne7QlnWTFZvQXJIU+sq4Izm+W36HQ19Gd2ob861R+1j1DSfowWqM13UFP9TjhL6p2hZzgm6EGqvl/OvIFryuU8dYLfc/8vaFHqvj4BF+2+t0VOdby0FHtf81D/59qm3Oz1gj4KCpfU7A9KP7UlTnvOo/k3V+WTs8FpzJhDzNurOZWj89qvuFnBLioKlrH0Pnritb6Mc4xrGjOZdaxmr9raptoK7f25/GQp+mCXEs+EDw8rXsre+0jmKPQy3h90Cht9YE/1JbblP3GgHnVHMN/z0zNeYErOsX5KebxarQ4IimmnCgiJ/m4UIUwAa0Zs0abdy4UZJUUVGhKVOmaOjQoYqOjg5zMvdg334+9uzYsG8/H3t2bNy6b9nZ2fwMXxejAIZJWVmZUlJStHs37430c7BvPx97dmzYt5+PPTs27BvCgSfrAQAALEMBBAAAsAwFEAAAwDIUwDCJjY3Vo48+qtjY2HBHcRX27edjz44N+/bzsWfHhn1DOPAiEAAAAMtwBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUwDF555RXl5OQoLi5OPXv21JIlS8IdKWyefvppnX322UpKSlJ6erquvvpqrV27NmBOeXm5Ro4cqdTUVCUmJuraa69VcXFxwJxNmzZpwIABSkhIUHp6ukaPHq3KysqGPJWweuaZZ+Q4jkaNGuU7xr6FtmXLFt14441KTU1VfHy8unTpomXLlvnGjTF65JFH1Lx5c8XHx6tfv376/vvvA9bYuXOn8vLylJycLI/Ho9tuu0179+5t6FNpEFVVVXr44YfVpk0bxcfH67TTTtOTTz4p/9cPsmfSggULdNVVV6lFixZyHEczZswIGK+vPVq5cqXOP/98xcXFqXXr1nruuedO9KnhZGXQoKZMmWJiYmLMm2++ab755htz++23G4/HY4qLi8MdLSz69+9vxo8fb1atWmUKCgrMFVdcYbKysszevXt9c0aMGGFat25t5s6da5YtW2bOPfdc07t3b994ZWWl6dy5s+nXr59ZsWKFmT17tmnWrJl58MEHw3FKDW7JkiUmJyfHnHHGGea+++7zHWffgu3cudNkZ2ebm2++2SxevNisX7/efPbZZ2bdunW+Oc8884xJSUkxM2bMMF999ZUZOHCgadOmjdm/f79vzmWXXWa6du1q/vWvf5mFCxeatm3bmhtuuCEcp3TCjRkzxqSmpppZs2aZwsJC8/7775vExETz4osv+uawZ8bMnj3bPPTQQ2batGlGkpk+fXrAeH3s0e7du01GRobJy8szq1atMu+++66Jj483r732WkOdJk4iFMAGds4555iRI0f6Pq+qqjItWrQwTz/9dBhTNR7btm0zksz8+fONMcaUlpaa6Oho8/777/vmfPvtt0aSWbRokTHm0BfeiIgIU1RU5Jszbtw4k5ycbA4cONCwJ9DA9uzZY9q1a2fmzJljLrzwQl8BZN9C+93vfmf69OlT67jX6zWZmZnm+eef9x0rLS01sbGx5t133zXGGLN69WojySxdutQ355NPPjGO45gtW7acuPBhMmDAAHPrrbcGHBs0aJDJy8szxrBnodQsgPW1R2PHjjWnnHJKwN/P3/3udyY3N/cEnxFORjwF3IAOHjyo/Px89evXz3csIiJC/fr106JFi8KYrPHYvXu3JKlp06aSpPz8fFVUVATsWYcOHZSVleXbs0WLFqlLly7KyMjwzenfv7/Kysr0zTffNGD6hjdy5EgNGDAgYH8k9q02H330kXr06KHrrrtO6enpOuuss/TGG2/4xgsLC1VUVBSwbykpKerZs2fAvnk8HvXo0cM3p1+/foqIiNDixYsb7mQaSO/evTV37lx99913kqSvvvpKX3zxhS6//HJJ7NnRqK89WrRokS644ALFxMT45vTv319r167Vrl27GuhscLKICncAm2zfvl1VVVUB/+BKUkZGhtasWROmVI2H1+vVqFGjdN5556lz586SpKKiIsXExMjj8QTMzcjIUFFRkW9OqD2tHjtZTZkyRcuXL9fSpUuDxti30NavX69x48bp/vvv1+9//3stXbpU9957r2JiYjR8+HDfeYfaF/99S09PDxiPiopS06ZNT8p9e+CBB1RWVqYOHTooMjJSVVVVGjNmjPLy8iSJPTsK9bVHRUVFatOmTdAa1WOnnHLKCcmPkxMFEI3GyJEjtWrVKn3xxRfhjtLobd68Wffdd5/mzJmjuLi4cMdxDa/Xqx49euipp56SJJ111llatWqVXn31VQ0fPjzM6RqnqVOnatKkSZo8ebI6deqkgoICjRo1Si1atGDPABfjKeAG1KxZM0VGRga9ErO4uFiZmZlhStU43H333Zo1a5b+/ve/q1WrVr7jmZmZOnjwoEpLSwPm++9ZZmZmyD2tHjsZ5efna9u2berWrZuioqIUFRWl+fPn66WXXlJUVJQyMjLYtxCaN2+ujh07Bhw7/fTTtWnTJkmHz7uuv6OZmZnatm1bwHhlZaV27tx5Uu7b6NGj9cADD2jo0KHq0qWLbrrpJv3P//yPnn76aUns2dGorz2y8e8sThwKYAOKiYlR9+7dNXfuXN8xr9eruXPnqlevXmFMFj7GGN19992aPn265s2bF/T0Rvfu3RUdHR2wZ2vXrtWmTZt8e9arVy99/fXXAV8858yZo+Tk5KB/7E8WF198sb7++msVFBT4Pnr06KG8vDzfbfYt2HnnnRf0NkPfffedsrOzJUlt2rRRZmZmwL6VlZVp8eLFAftWWlqq/Px835x58+bJ6/WqZ8+eDXAWDWvfvn2KiAj8pyIyMlJer1cSe3Y06muPevXqpQULFqiiosI3Z86cOcrNzeXpX/x84X4Vim2mTJliYmNjzYQJE8zq1avNHXfcYTweT8ArMW1y5513mpSUFPOPf/zDbN261fexb98+35wRI0aYrKwsM2/ePLNs2TLTq1cv06tXL9949duZXHrppaagoMB8+umnJi0t7aR+O5NQ/F8FbAz7FsqSJUtMVFSUGTNmjPn+++/NpEmTTEJCgnnnnXd8c5555hnj8XjMhx9+aFauXGl+8YtfhHy7jrPOOsssXrzYfPHFF6Zdu3Yn1Vua+Bs+fLhp2bKl721gpk2bZpo1a2Z++9vf+uawZ4dekb9ixQqzYsUKI8m88MILZsWKFWbjxo3GmPrZo9LSUpORkWFuuukms2rVKjNlyhSTkJDA28DgmFAAw+Dll182WVlZJiYmxpxzzjnmX//6V7gjhY2kkB/jx4/3zdm/f7+56667zCmnnGISEhLMNddcY7Zu3RqwzoYNG8zll19u4uPjTbNmzcyvf/1rU1FR0cBnE141CyD7FtrMmTNN586dTWxsrOnQoYN5/fXXA8a9Xq95+OGHTUZGhomNjTUXX3yxWbt2bcCcHTt2mBtuuMEkJiaa5ORkc8stt5g9e/Y05Gk0mLKyMnPfffeZrKwsExcXZ0499VTz0EMPBbwVCXtmzN///veQX8uGDx9ujKm/Pfrqq69Mnz59TGxsrGnZsqV55plnGuoUcZJxjPF7O3cAAACc9Pg/gAAAAJahAAIAAFiGAggAAGAZCiAAAIBlKIAAAACWoQACAABYhgIIAABgGQogAACAZSiAAAAAlokKdwAAqFZZWakPP/xQn332mRYtWqTi4mLt2rVLCQkJSktLU5cuXdS7d28NHjxYbdq0CXdcAHAtfhQcgEbho48+0q9//WutW7fuqOYPGDBAzzzzjDp37nyCkwHAyYcrgADC7o9//KMeeeQRVX8/2rdvX1155ZU644wzlJqaqn379mnr1q1asGCBZs2apQ0bNujjjz9Wq1at9Oqrr4Y5PQC4D1cAAYTVm2++qdtuu02SlJGRoSlTpqhv3761zq+qqtKUKVP0+9//XpdffjkFEACOAQUQQNhs3rxZ7du3V3l5uZKTk5Wfn6+2bdse1X1LS0u1cOFCXXXVVSc4JQCcfHgVMICweeGFF1ReXi5JGjNmzFGXP0nyeDxB5W/Dhg1yHEeO42jChAmSpGnTpunSSy9Venq6mjRpoq5du+rll19WRUWF737GGE2ePFl9+/ZVenq6EhIS1K1bN7366qvie2QAJyOuAAIIC2OM0tLStGPHDiUlJWnr1q1q0qTJca25YcMG36uDx48fryVLlmjcuHEh5w4aNEhTp05VZWWlbrzxRn3wwQch591+++16/fXXjysXADQ2XAEEEBarVq3Sjh07JEnnn3/+cZe/ml599VWNGzdOV1xxhaZNm6b8/HzNmDFDPXv2lHToyuD48eM1evRoffDBBxo2bJhmzZql/Px8TZkyRR06dJAkvfHGG/r000/rNRsAhBuvAgYQFitXrvTd7tatW72vv3jxYo0aNUp//vOfAx7nkksuUceOHbVx40Y98MAD2rlzp/7yl7/ovvvuC5h34YUXqn379tqzZ4/GjRunyy67rN4zAkC4UAABhMX27dt9t9PS0mqd5/V6tXr16lrHc3NzFR0dHXS8devWeu6554KOJyQkaPjw4XriiSe0Y8cOnXvuuQHlr1pmZqauueYavfXWW1q4cOGRTgcAXIUCCCAs9uzZ47td19O/ZWVl6tKlS63jhYWFysnJCTo+aNCgkMVQkrp27eq7PWTIkFrXrp63a9culZaWyuPx1DoXANyE/wMIICySkpJ8t3/88cd6X799+/a1jvkXuaOd519YAcDtKIAAwiI1NdV3u6SkpNZ5Ho9HxpiAj+HDhx9x/YSEhFrHIiIifva8qqqqIz4mALgFBRBAWPg/DbtixYowJgEA+1AAAYRF586dfVcBFy5cqH379oU5EQDYgwIIICwcx9GNN94o6dALPSZOnBjmRABgDwoggLC5//77FRcXJ0l68MEHVVhYGOZEAGAHCiCAsMnKytJLL70kSdq9e7f69OmjL774os77GGNUWlraAOkA4OTF+wACCKvbb79dW7Zs0eOPP67//Oc/Ov/883XRRRfpqquuUpcuXdS0aVNVVVWpqKhIy5cv19SpU/XNN99IkiIjIxUTExPmMwAA96EAAgi7xx57TF27dtVvfvMbrV+/XvPmzdO8efNqne84jvr376/nn39eLVq0aMCkAHByoAACaBSuueYaXXXVVZo+fbo+++wzLVq0SNu2bVNpaakSEhKUmpqqLl26qFevXhoyZIjatGkT7sgA4FqOMcaEOwQAAAAaDi8CAQAAsAwFEAAAwDIUQAAAAMtQAAEAACxDAQQAALAMBRAAAMAyFEAAAADLUAABAAAsQwEEAACwDAUQAADAMhRAAAAAy1AAAQAALEMBBAAAsAwFEAAAwDL/H2h/U/HOS7NJAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for SS, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for file in [\"extract/autoPMOS.csv\",\"extract/autoNMOS.csv\"]:\n",
    "    for para in ['Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS']:\n",
    "        from wuniform import wuniform\n",
    "        wuniform.drawMap(\n",
    "            dataFile=file,\n",
    "            mapConf='extract/MapForStarProbe.alib.conf',\n",
    "            valueName=para)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
